Overview

Dataset info

Number of variables123
Number of observations2000
Missing cells59871 (24.3%)
Duplicate rows0 (0.0%)
Total size in memory3.5 MiB
Average record size in memory1.8 KiB

Variables types

NUM69
BOOL38
CAT16

Reproduction info

Date of analysis2020-02-20 14:34:28.504205
Versionpandas-profiling v2.4.0
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download Configurationconfig.yaml

Warnings

AMT_REQ_CREDIT_BUREAU_DAY has 298 (14.9%) missing values Missing
AMT_REQ_CREDIT_BUREAU_HOUR has 298 (14.9%) missing values Missing
AMT_REQ_CREDIT_BUREAU_MON has 298 (14.9%) missing values Missing
AMT_REQ_CREDIT_BUREAU_MON has 1436 (71.8%) zeros Zeros
AMT_REQ_CREDIT_BUREAU_QRT has 298 (14.9%) missing values Missing
AMT_REQ_CREDIT_BUREAU_QRT has 1391 (69.5%) zeros Zeros
AMT_REQ_CREDIT_BUREAU_WEEK has 298 (14.9%) missing values Missing
AMT_REQ_CREDIT_BUREAU_YEAR has 298 (14.9%) missing values Missing
AMT_REQ_CREDIT_BUREAU_YEAR has 465 (23.2%) zeros Zeros
APARTMENTS_AVG has 1018 (50.9%) missing values Missing
APARTMENTS_MEDI has 1018 (50.9%) missing values Missing
APARTMENTS_MODE has 1018 (50.9%) missing values Missing
BASEMENTAREA_AVG has 1172 (58.6%) missing values Missing
BASEMENTAREA_AVG has 98 (4.9%) zeros Zeros
BASEMENTAREA_MEDI has 1172 (58.6%) missing values Missing
BASEMENTAREA_MEDI has 99 (5.0%) zeros Zeros
BASEMENTAREA_MODE has 1172 (58.6%) missing values Missing
BASEMENTAREA_MODE has 110 (5.5%) zeros Zeros
CNT_CHILDREN has 1412 (70.6%) zeros Zeros
COMMONAREA_AVG has 1389 (69.5%) missing values Missing
COMMONAREA_AVG has 56 (2.8%) zeros Zeros
COMMONAREA_MEDI has 1389 (69.5%) missing values Missing
COMMONAREA_MEDI has 57 (2.9%) zeros Zeros
COMMONAREA_MODE has 1389 (69.5%) missing values Missing
COMMONAREA_MODE has 66 (3.3%) zeros Zeros
DAYS_LAST_PHONE_CHANGE has 243 (12.2%) zeros Zeros
DEF_30_CNT_SOCIAL_CIRCLE has 1785 (89.2%) zeros Zeros
DEF_60_CNT_SOCIAL_CIRCLE has 1837 (91.8%) zeros Zeros
ELEVATORS_AVG has 1069 (53.4%) missing values Missing
ELEVATORS_AVG has 541 (27.1%) zeros Zeros
ELEVATORS_MEDI has 1069 (53.4%) missing values Missing
ELEVATORS_MEDI has 554 (27.7%) zeros Zeros
ELEVATORS_MODE has 1069 (53.4%) missing values Missing
ELEVATORS_MODE has 568 (28.4%) zeros Zeros
EMERGENCYSTATE_MODE has 960 (48.0%) missing values Missing
ENTRANCES_AVG has 1017 (50.8%) missing values Missing
ENTRANCES_MEDI has 1017 (50.8%) missing values Missing
ENTRANCES_MODE has 1017 (50.8%) missing values Missing
EXT_SOURCE_1 has 1104 (55.2%) missing values Missing
EXT_SOURCE_3 has 426 (21.3%) missing values Missing
FLAG_DOCUMENT_10 has constant value "0" Rejected
FLAG_DOCUMENT_12 has constant value "0" Rejected
FLAG_DOCUMENT_17 has constant value "0" Rejected
FLAG_DOCUMENT_20 has constant value "0" Rejected
FLAG_DOCUMENT_21 has constant value "0" Rejected
FLAG_DOCUMENT_7 has constant value "0" Rejected
FLAG_MOBIL has constant value "1" Rejected
FLOORSMAX_AVG has 1004 (50.2%) missing values Missing
FLOORSMAX_MEDI has 1004 (50.2%) missing values Missing
FLOORSMAX_MODE has 1004 (50.2%) missing values Missing
FLOORSMIN_AVG has 1358 (67.9%) missing values Missing
FLOORSMIN_MEDI has 1358 (67.9%) missing values Missing
FLOORSMIN_MODE has 1358 (67.9%) missing values Missing
FONDKAPREMONT_MODE has 1380 (69.0%) missing values Missing
HOUSETYPE_MODE has 1007 (50.4%) missing values Missing
LANDAREA_AVG has 1188 (59.4%) missing values Missing
LANDAREA_AVG has 99 (5.0%) zeros Zeros
LANDAREA_MEDI has 1188 (59.4%) missing values Missing
LANDAREA_MEDI has 104 (5.2%) zeros Zeros
LANDAREA_MODE has 1188 (59.4%) missing values Missing
LANDAREA_MODE has 118 (5.9%) zeros Zeros
LIVINGAPARTMENTS_AVG has 1370 (68.5%) missing values Missing
LIVINGAPARTMENTS_MEDI has 1370 (68.5%) missing values Missing
LIVINGAPARTMENTS_MODE has 1370 (68.5%) missing values Missing
LIVINGAREA_AVG has 1012 (50.6%) missing values Missing
LIVINGAREA_MEDI has 1012 (50.6%) missing values Missing
LIVINGAREA_MODE has 1012 (50.6%) missing values Missing
NONLIVINGAPARTMENTS_AVG has 1387 (69.3%) missing values Missing
NONLIVINGAPARTMENTS_AVG has 356 (17.8%) zeros Zeros
NONLIVINGAPARTMENTS_MEDI has 1387 (69.3%) missing values Missing
NONLIVINGAPARTMENTS_MEDI has 365 (18.2%) zeros Zeros
NONLIVINGAPARTMENTS_MODE has 1387 (69.3%) missing values Missing
NONLIVINGAPARTMENTS_MODE has 387 (19.4%) zeros Zeros
NONLIVINGAREA_AVG has 1101 (55.0%) missing values Missing
NONLIVINGAREA_AVG has 369 (18.4%) zeros Zeros
NONLIVINGAREA_MEDI has 1101 (55.0%) missing values Missing
NONLIVINGAREA_MEDI has 381 (19.1%) zeros Zeros
NONLIVINGAREA_MODE has 1101 (55.0%) missing values Missing
NONLIVINGAREA_MODE has 421 (21.1%) zeros Zeros
OBS_30_CNT_SOCIAL_CIRCLE has 1059 (52.9%) zeros Zeros
OBS_60_CNT_SOCIAL_CIRCLE has 1065 (53.2%) zeros Zeros
OCCUPATION_TYPE has 635 (31.8%) missing values Missing
ORGANIZATION_TYPE has a high cardinality: 53 distinct values Warning
OWN_CAR_AGE has 1324 (66.2%) missing values Missing
TOTALAREA_MODE has 972 (48.6%) missing values Missing
WALLSMATERIAL_MODE has 1024 (51.2%) missing values Missing
YEARS_BEGINEXPLUATATION_AVG has 985 (49.3%) missing values Missing
YEARS_BEGINEXPLUATATION_MEDI has 985 (49.3%) missing values Missing
YEARS_BEGINEXPLUATATION_MODE has 985 (49.3%) missing values Missing
YEARS_BUILD_AVG has 1333 (66.6%) missing values Missing
YEARS_BUILD_MEDI has 1333 (66.6%) missing values Missing
YEARS_BUILD_MODE has 1333 (66.6%) missing values Missing
AMT_GOODS_PRICE is highly correlated with AMT_CREDITHigh Correlation
AMT_CREDIT is highly correlated with AMT_GOODS_PRICEHigh Correlation
APARTMENTS_MEDI is highly correlated with APARTMENTS_AVG and 6 other fieldsHigh Correlation
APARTMENTS_AVG is highly correlated with APARTMENTS_MEDI and 6 other fieldsHigh Correlation
APARTMENTS_MODE is highly correlated with APARTMENTS_AVG and 5 other fieldsHigh Correlation
BASEMENTAREA_MEDI is highly correlated with BASEMENTAREA_AVG and 1 other fieldsHigh Correlation
BASEMENTAREA_AVG is highly correlated with BASEMENTAREA_MEDI and 1 other fieldsHigh Correlation
BASEMENTAREA_MODE is highly correlated with BASEMENTAREA_AVG and 1 other fieldsHigh Correlation
COMMONAREA_MEDI is highly correlated with COMMONAREA_AVG and 1 other fieldsHigh Correlation
COMMONAREA_AVG is highly correlated with COMMONAREA_MEDI and 1 other fieldsHigh Correlation
COMMONAREA_MODE is highly correlated with COMMONAREA_AVG and 1 other fieldsHigh Correlation
ELEVATORS_MEDI is highly correlated with ELEVATORS_AVG and 1 other fieldsHigh Correlation
ELEVATORS_AVG is highly correlated with ELEVATORS_MEDI and 1 other fieldsHigh Correlation
ELEVATORS_MODE is highly correlated with ELEVATORS_AVG and 1 other fieldsHigh Correlation
ENTRANCES_MEDI is highly correlated with ENTRANCES_AVG and 1 other fieldsHigh Correlation
ENTRANCES_AVG is highly correlated with ENTRANCES_MEDI and 1 other fieldsHigh Correlation
ENTRANCES_MODE is highly correlated with ENTRANCES_AVG and 1 other fieldsHigh Correlation
FLAG_EMP_PHONE is highly correlated with DAYS_EMPLOYEDHigh Correlation
DAYS_EMPLOYED is highly correlated with FLAG_EMP_PHONEHigh Correlation
FLOORSMAX_MEDI is highly correlated with FLOORSMAX_AVG and 1 other fieldsHigh Correlation
FLOORSMAX_AVG is highly correlated with FLOORSMAX_MEDI and 1 other fieldsHigh Correlation
FLOORSMAX_MODE is highly correlated with FLOORSMAX_AVG and 1 other fieldsHigh Correlation
FLOORSMIN_MEDI is highly correlated with FLOORSMIN_AVG and 1 other fieldsHigh Correlation
FLOORSMIN_AVG is highly correlated with FLOORSMIN_MEDI and 1 other fieldsHigh Correlation
FLOORSMIN_MODE is highly correlated with FLOORSMIN_AVG and 1 other fieldsHigh Correlation
LANDAREA_MEDI is highly correlated with LANDAREA_AVG and 1 other fieldsHigh Correlation
LANDAREA_AVG is highly correlated with LANDAREA_MEDI and 1 other fieldsHigh Correlation
LANDAREA_MODE is highly correlated with LANDAREA_AVG and 1 other fieldsHigh Correlation
LIVINGAPARTMENTS_AVG is highly correlated with APARTMENTS_AVG and 6 other fieldsHigh Correlation
LIVINGAPARTMENTS_MEDI is highly correlated with APARTMENTS_AVG and 6 other fieldsHigh Correlation
LIVINGAPARTMENTS_MODE is highly correlated with APARTMENTS_AVG and 6 other fieldsHigh Correlation
LIVINGAREA_AVG is highly correlated with APARTMENTS_AVG and 7 other fieldsHigh Correlation
LIVINGAREA_MEDI is highly correlated with APARTMENTS_AVG and 7 other fieldsHigh Correlation
LIVINGAREA_MODE is highly correlated with APARTMENTS_MODE and 3 other fieldsHigh Correlation
NONLIVINGAPARTMENTS_MEDI is highly correlated with NONLIVINGAPARTMENTS_AVG and 1 other fieldsHigh Correlation
NONLIVINGAPARTMENTS_AVG is highly correlated with NONLIVINGAPARTMENTS_MEDI and 1 other fieldsHigh Correlation
NONLIVINGAPARTMENTS_MODE is highly correlated with NONLIVINGAPARTMENTS_AVG and 1 other fieldsHigh Correlation
NONLIVINGAREA_MEDI is highly correlated with NONLIVINGAREA_AVG and 1 other fieldsHigh Correlation
NONLIVINGAREA_AVG is highly correlated with NONLIVINGAREA_MEDI and 1 other fieldsHigh Correlation
NONLIVINGAREA_MODE is highly correlated with NONLIVINGAREA_AVG and 1 other fieldsHigh Correlation
OBS_60_CNT_SOCIAL_CIRCLE is highly correlated with OBS_30_CNT_SOCIAL_CIRCLEHigh Correlation
OBS_30_CNT_SOCIAL_CIRCLE is highly correlated with OBS_60_CNT_SOCIAL_CIRCLEHigh Correlation
REGION_RATING_CLIENT_W_CITY is highly correlated with REGION_RATING_CLIENTHigh Correlation
REGION_RATING_CLIENT is highly correlated with REGION_RATING_CLIENT_W_CITYHigh Correlation
TOTALAREA_MODE is highly correlated with LIVINGAREA_AVG and 2 other fieldsHigh Correlation
Unnamed_0 is highly correlated with SK_ID_CURRHigh Correlation
SK_ID_CURR is highly correlated with Unnamed_0High Correlation
YEARS_BEGINEXPLUATATION_MEDI is highly correlated with YEARS_BEGINEXPLUATATION_AVG and 4 other fieldsHigh Correlation
YEARS_BEGINEXPLUATATION_AVG is highly correlated with YEARS_BEGINEXPLUATATION_MEDI and 4 other fieldsHigh Correlation
YEARS_BEGINEXPLUATATION_MODE is highly correlated with YEARS_BEGINEXPLUATATION_AVG and 4 other fieldsHigh Correlation
YEARS_BUILD_AVG is highly correlated with YEARS_BEGINEXPLUATATION_AVG and 4 other fieldsHigh Correlation
YEARS_BUILD_MEDI is highly correlated with YEARS_BEGINEXPLUATATION_AVG and 4 other fieldsHigh Correlation
YEARS_BUILD_MODE is highly correlated with YEARS_BEGINEXPLUATATION_AVG and 4 other fieldsHigh Correlation

Variables

AMT_ANNUITY
Real number (ℝ≥0)

Distinct count1354
Unique (%)67.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean26806.995
Minimum3334.5
Maximum216589.5
Zeros0
Zeros (%)0.0%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum3334.5
5-th percentile9000
Q116573.5
median24689.25
Q334111.125
95-th percentile52075.8
Maximum216589.5
Range213255
Interquartile range (IQR)17537.625

Descriptive statistics

Standard deviation14221.02763
Coefficient of variation (CV)0.5304968957
Kurtosis16.73122981
Mean26806.995
Median Absolute Deviation (MAD)10688.94671
Skewness2.041202353
Sum53613990
Variance202237626.9
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 3334.5 6705. 6777. 8982. 9002.25 ... 37802.25 46118.25 58362.75 79296.75 216589.5 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
9000 36 1.8%
 
13500 36 1.8%
 
6750 22 1.1%
 
36459 11 0.5%
 
12375 11 0.5%
 
20250 11 0.5%
 
21906 10 0.5%
 
26640 10 0.5%
 
37800 9 0.4%
 
26446.5 8 0.4%
 
Other values (1344) 1836 91.8%
 
ValueCountFrequency (%) 
3334.5 1 0.1%
 
3834 1 0.1%
 
4027.5 1 0.1%
 
4239 1 0.1%
 
4257 1 0.1%
 
ValueCountFrequency (%) 
216589.5 1 0.1%
 
106816.5 1 0.1%
 
104107.5 1 0.1%
 
90769.5 1 0.1%
 
79375.5 1 0.1%
 

AMT_CREDIT
Real number (ℝ≥0)

HIGH CORRELATION
Distinct count732
Unique (%)36.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean589511.331
Minimum45000.0
Maximum2517300.0
Zeros0
Zeros (%)0.0%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum45000
5-th percentile135000
Q1271901.25
median503007.75
Q3808650
95-th percentile1339884
Maximum2517300
Range2472300
Interquartile range (IQR)536748.75

Descriptive statistics

Standard deviation392884.934
Coefficient of variation (CV)0.6664586638
Kurtosis1.431082327
Mean589511.331
Median Absolute Deviation (MAD)310344.3441
Skewness1.15586515
Sum1179022662
Variance1.543585713e+11
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 45000. 89309.25 134887.5 137056.5 156361.5 ... 1352250. 1540786.5 1557535.5 2021391. 2517300. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
450000 71 3.5%
 
675000 62 3.1%
 
225000 49 2.5%
 
270000 48 2.4%
 
900000 43 2.1%
 
180000 41 2.1%
 
135000 32 1.6%
 
545040 29 1.5%
 
284400 26 1.3%
 
454500 24 1.2%
 
Other values (722) 1575 78.8%
 
ValueCountFrequency (%) 
45000 1 0.1%
 
47970 1 0.1%
 
49752 2 0.1%
 
50940 4 0.2%
 
52128 2 0.1%
 
ValueCountFrequency (%) 
2517300 2 0.1%
 
2339100 1 0.1%
 
2272500 1 0.1%
 
2205000 1 0.1%
 
2156400 1 0.1%
 

AMT_GOODS_PRICE
Real number (ℝ≥0)

HIGH CORRELATION
Distinct count243
Unique (%)12.2%
Missing3
Missing (%)0.1%
Infinite0
Infinite (%)0.0%
Mean531666.6512268402
Minimum45000.0
Maximum2272500.0
Zeros0
Zeros (%)0.0%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum45000
5-th percentile135000
Q1238500
median450000
Q3679500
95-th percentile1269900
Maximum2272500
Range2227500
Interquartile range (IQR)441000

Descriptive statistics

Standard deviation361386.5021
Coefficient of variation (CV)0.6797238481
Kurtosis1.777584002
Mean531666.6512
Median Absolute Deviation (MAD)284160.5556
Skewness1.249362603
Sum1061738302
Variance1.306002039e+11
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
450000 169 8.5%
 
225000 153 7.6%
 
675000 153 7.6%
 
900000 94 4.7%
 
270000 83 4.2%
 
135000 71 3.5%
 
454500 69 3.5%
 
180000 55 2.8%
 
1125000 52 2.6%
 
247500 49 2.5%
 
Other values (232) 1049 52.4%
 
ValueCountFrequency (%) 
45000 11 0.5%
 
54000 2 0.1%
 
58500 2 0.1%
 
63000 1 0.1%
 
67500 6 0.3%
 
ValueCountFrequency (%) 
2272500 1 0.1%
 
2250000 3 0.1%
 
2205000 1 0.1%
 
1813500 1 0.1%
 
1800000 13 0.7%
 

AMT_INCOME_TOTAL
Real number (ℝ≥0)

Distinct count129
Unique (%)6.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean166918.815
Minimum27000.0
Maximum1260000.0
Zeros0
Zeros (%)0.0%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum27000
5-th percentile67500
Q1112500
median144000
Q3202500
95-th percentile333225
Maximum1260000
Range1233000
Interquartile range (IQR)90000

Descriptive statistics

Standard deviation93571.37673
Coefficient of variation (CV)0.5605801643
Kurtosis16.54213227
Mean166918.815
Median Absolute Deviation (MAD)65206.98976
Skewness2.759060273
Sum333837630
Variance8755602544
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 27000. 42750. 67261.5 68625. 75375. ... 361125. 445500. 461250. 607500. 1260000. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
135000 240 12.0%
 
112500 218 10.9%
 
157500 161 8.1%
 
180000 158 7.9%
 
90000 149 7.4%
 
225000 137 6.9%
 
202500 105 5.2%
 
67500 77 3.9%
 
270000 70 3.5%
 
81000 41 2.1%
 
Other values (119) 644 32.2%
 
ValueCountFrequency (%) 
27000 1 0.1%
 
33750 1 0.1%
 
36000 5 0.2%
 
40500 2 0.1%
 
45000 10 0.5%
 
ValueCountFrequency (%) 
1260000 1 0.1%
 
900000 1 0.1%
 
855000 1 0.1%
 
810000 1 0.1%
 
675000 3 0.1%
 
Distinct count3
Unique (%)0.1%
Missing298
Missing (%)14.9%
Memory size15.8 KiB
0
1695
1
 
7
(Missing)
 
298
ValueCountFrequency (%) 
0 1695 84.8%
 
1 7 0.4%
 
(Missing) 298 14.9%
 
Distinct count3
Unique (%)0.1%
Missing298
Missing (%)14.9%
Memory size15.8 KiB
0
1688
1
 
14
(Missing)
 
298
ValueCountFrequency (%) 
0 1688 84.4%
 
1 14 0.7%
 
(Missing) 298 14.9%
 

AMT_REQ_CREDIT_BUREAU_MON
Real number (ℝ≥0)

MISSING
ZEROS
Distinct count12
Unique (%)0.6%
Missing298
Missing (%)14.9%
Infinite0
Infinite (%)0.0%
Mean0.26145710928319627
Minimum0.0
Maximum14.0
Zeros1436
Zeros (%)71.8%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum14
Range14
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.9022317311
Coefficient of variation (CV)3.450782936
Kurtosis75.77917669
Mean0.2614571093
Median Absolute Deviation (MAD)0.4411896697
Skewness7.246703514
Sum445
Variance0.8140220966
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 1436 71.8%
 
1 196 9.8%
 
2 35 1.8%
 
3 13 0.7%
 
4 6 0.3%
 
5 5 0.2%
 
8 4 0.2%
 
6 3 0.1%
 
7 2 0.1%
 
14 1 0.1%
 
(Missing) 298 14.9%
 
ValueCountFrequency (%) 
0 1436 71.8%
 
1 196 9.8%
 
2 35 1.8%
 
3 13 0.7%
 
4 6 0.3%
 
ValueCountFrequency (%) 
14 1 0.1%
 
13 1 0.1%
 
8 4 0.2%
 
7 2 0.1%
 
6 3 0.1%
 

AMT_REQ_CREDIT_BUREAU_QRT
Real number (ℝ≥0)

MISSING
ZEROS
Distinct count6
Unique (%)0.3%
Missing298
Missing (%)14.9%
Infinite0
Infinite (%)0.0%
Mean0.25851938895417154
Minimum0.0
Maximum4.0
Zeros1391
Zeros (%)69.5%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile2
Maximum4
Range4
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.6125531178
Coefficient of variation (CV)2.369466833
Kurtosis7.919432648
Mean0.258519389
Median Absolute Deviation (MAD)0.4225622445
Skewness2.687793143
Sum440
Variance0.3752213221
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 1391 69.5%
 
1 203 10.2%
 
2 93 4.7%
 
3 9 0.4%
 
4 6 0.3%
 
(Missing) 298 14.9%
 
ValueCountFrequency (%) 
0 1391 69.5%
 
1 203 10.2%
 
2 93 4.7%
 
3 9 0.4%
 
4 6 0.3%
 
ValueCountFrequency (%) 
4 6 0.3%
 
3 9 0.4%
 
2 93 4.7%
 
1 203 10.2%
 
0 1391 69.5%
 

AMT_REQ_CREDIT_BUREAU_WEEK
Categorical

MISSING
Distinct count4
Unique (%)0.2%
Missing298
Missing (%)14.9%
Memory size15.8 KiB
0
1649
1
 
52
2
 
1
ValueCountFrequency (%) 
0 1649 82.5%
 
1 52 2.6%
 
2 1 0.1%
 
(Missing) 298 14.9%
 

Composition

Contains charsTrue
Contains digitsTrue
Contains whitespaceFalse
Contains non-wordsTrue

Length

Max length3
Mean length3
Min length3
Scatter

AMT_REQ_CREDIT_BUREAU_YEAR
Real number (ℝ≥0)

MISSING
ZEROS
Distinct count12
Unique (%)0.6%
Missing298
Missing (%)14.9%
Infinite0
Infinite (%)0.0%
Mean1.8531139835487662
Minimum0.0
Maximum12.0
Zeros465
Zeros (%)23.2%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median1
Q33
95-th percentile5
Maximum12
Range12
Interquartile range (IQR)3

Descriptive statistics

Standard deviation1.834299648
Coefficient of variation (CV)0.9898471787
Kurtosis1.999901063
Mean1.853113984
Median Absolute Deviation (MAD)1.416572195
Skewness1.29635412
Sum3154
Variance3.3646552
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 465 23.2%
 
1 403 20.2%
 
2 348 17.4%
 
3 200 10.0%
 
4 131 6.6%
 
5 82 4.1%
 
6 28 1.4%
 
7 23 1.1%
 
9 12 0.6%
 
8 9 0.4%
 
(Missing) 298 14.9%
 
ValueCountFrequency (%) 
0 465 23.2%
 
1 403 20.2%
 
2 348 17.4%
 
3 200 10.0%
 
4 131 6.6%
 
ValueCountFrequency (%) 
12 1 0.1%
 
9 12 0.6%
 
8 9 0.4%
 
7 23 1.1%
 
6 28 1.4%
 

APARTMENTS_AVG
Real number (ℝ≥0)

MISSING
HIGH CORRELATION
Distinct count349
Unique (%)17.4%
Missing1018
Missing (%)50.9%
Infinite0
Infinite (%)0.0%
Mean0.12349572301425663
Minimum0.0
Maximum0.8402
Zeros4
Zeros (%)0.2%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0124
Q10.0577
median0.0928
Q30.14925
95-th percentile0.35229
Maximum0.8402
Range0.8402
Interquartile range (IQR)0.09155

Descriptive statistics

Standard deviation0.1139098147
Coefficient of variation (CV)0.9223786207
Kurtosis8.032122224
Mean0.123495723
Median Absolute Deviation (MAD)0.07801154176
Skewness2.388372822
Sum121.2728
Variance0.01297544587
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.0825 36 1.8%
 
0.0619 35 1.8%
 
0.0722 28 1.4%
 
0.0165 25 1.2%
 
0.0928 25 1.2%
 
0.1031 20 1.0%
 
0.0124 19 0.9%
 
0.1485 17 0.9%
 
0.0082 16 0.8%
 
0.0742 14 0.7%
 
Other values (338) 747 37.4%
 
(Missing) 1018 50.9%
 
ValueCountFrequency (%) 
0 4 0.2%
 
0.0021 7 0.4%
 
0.0031 1 0.1%
 
0.0041 4 0.2%
 
0.0052 4 0.2%
 
ValueCountFrequency (%) 
0.8402 1 0.1%
 
0.768 1 0.1%
 
0.7608 1 0.1%
 
0.7278 1 0.1%
 
0.7119 1 0.1%
 

APARTMENTS_MEDI
Real number (ℝ≥0)

MISSING
HIGH CORRELATION
Distinct count320
Unique (%)16.0%
Missing1018
Missing (%)50.9%
Infinite0
Infinite (%)0.0%
Mean0.12400448065173117
Minimum0.0
Maximum0.8483
Zeros5
Zeros (%)0.2%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0125
Q10.0573
median0.0926
Q30.1499
95-th percentile0.355685
Maximum0.8483
Range0.8483
Interquartile range (IQR)0.0926

Descriptive statistics

Standard deviation0.1154874124
Coefficient of variation (CV)0.9313164477
Kurtosis8.114193055
Mean0.1240044807
Median Absolute Deviation (MAD)0.07876983711
Skewness2.414932444
Sum121.7724
Variance0.01333734243
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.0833 37 1.8%
 
0.0625 36 1.8%
 
0.0937 28 1.4%
 
0.0729 28 1.4%
 
0.0167 24 1.2%
 
0.1041 21 1.1%
 
0.0125 19 0.9%
 
0.1499 16 0.8%
 
0.0083 16 0.8%
 
0.0749 14 0.7%
 
Other values (309) 743 37.1%
 
(Missing) 1018 50.9%
 
ValueCountFrequency (%) 
0 5 0.2%
 
0.0021 7 0.4%
 
0.0031 1 0.1%
 
0.0042 4 0.2%
 
0.0052 4 0.2%
 
ValueCountFrequency (%) 
0.8483 1 0.1%
 
0.7755 1 0.1%
 
0.7682 1 0.1%
 
0.7349 1 0.1%
 
0.7188 1 0.1%
 

APARTMENTS_MODE
Real number (ℝ≥0)

MISSING
HIGH CORRELATION
Distinct count275
Unique (%)13.8%
Missing1018
Missing (%)50.9%
Infinite0
Infinite (%)0.0%
Mean0.1194295315682281
Minimum0.0
Maximum0.8561
Zeros7
Zeros (%)0.4%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.008505
Q10.05175
median0.084
Q30.1502
95-th percentile0.3372
Maximum0.8561
Range0.8561
Interquartile range (IQR)0.09845

Descriptive statistics

Standard deviation0.1135405967
Coefficient of variation (CV)0.9506911331
Kurtosis8.610698678
Mean0.1194295316
Median Absolute Deviation (MAD)0.07738480884
Skewness2.466526881
Sum117.2798
Variance0.0128914671
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.063 42 2.1%
 
0.084 40 2.0%
 
0.0735 29 1.5%
 
0.0945 25 1.2%
 
0.0168 24 1.2%
 
0.105 20 1.0%
 
0.0084 19 0.9%
 
0.0756 19 0.9%
 
0.0126 18 0.9%
 
0.1513 16 0.8%
 
Other values (264) 730 36.5%
 
(Missing) 1018 50.9%
 
ValueCountFrequency (%) 
0 7 0.4%
 
0.0021 9 0.4%
 
0.0032 1 0.1%
 
0.0042 5 0.2%
 
0.0053 4 0.2%
 
ValueCountFrequency (%) 
0.8561 1 0.1%
 
0.7826 1 0.1%
 
0.7752 1 0.1%
 
0.7416 1 0.1%
 
0.7153 1 0.1%
 

BASEMENTAREA_AVG
Real number (ℝ≥0)

MISSING
ZEROS
HIGH CORRELATION
Distinct count590
Unique (%)29.5%
Missing1172
Missing (%)58.6%
Infinite0
Infinite (%)0.0%
Mean0.08986642512077295
Minimum0.0
Maximum0.9098
Zeros98
Zeros (%)4.9%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10.044675
median0.0758
Q30.111625
95-th percentile0.22513
Maximum0.9098
Range0.9098
Interquartile range (IQR)0.06695

Descriptive statistics

Standard deviation0.08317104639
Coefficient of variation (CV)0.9254963273
Kurtosis19.76172208
Mean0.08986642512
Median Absolute Deviation (MAD)0.05391113445
Skewness3.195776191
Sum74.4094
Variance0.006917422958
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 98 4.9%
 
0.0545 5 0.2%
 
0.1007 4 0.2%
 
0.0473 4 0.2%
 
0.0309 4 0.2%
 
0.072 4 0.2%
 
0.1066 3 0.1%
 
0.0164 3 0.1%
 
0.0546 3 0.1%
 
0.0818 3 0.1%
 
Other values (579) 697 34.8%
 
(Missing) 1172 58.6%
 
ValueCountFrequency (%) 
0 98 4.9%
 
0.0007 1 0.1%
 
0.0037 1 0.1%
 
0.0044 1 0.1%
 
0.0056 1 0.1%
 
ValueCountFrequency (%) 
0.9098 1 0.1%
 
0.7225 1 0.1%
 
0.6082 1 0.1%
 
0.5727 1 0.1%
 
0.4802 1 0.1%
 

BASEMENTAREA_MEDI
Real number (ℝ≥0)

MISSING
ZEROS
HIGH CORRELATION
Distinct count588
Unique (%)29.4%
Missing1172
Missing (%)58.6%
Infinite0
Infinite (%)0.0%
Mean0.08934565217391305
Minimum0.0
Maximum0.9098
Zeros99
Zeros (%)5.0%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10.04425
median0.0758
Q30.1116
95-th percentile0.22513
Maximum0.9098
Range0.9098
Interquartile range (IQR)0.06735

Descriptive statistics

Standard deviation0.08319669351
Coefficient of variation (CV)0.9311778636
Kurtosis19.81458324
Mean0.08934565217
Median Absolute Deviation (MAD)0.05383518168
Skewness3.206085045
Sum73.9782
Variance0.006921689812
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 99 5.0%
 
0.0545 6 0.3%
 
0.0473 4 0.2%
 
0.1091 4 0.2%
 
0.072 4 0.2%
 
0.1116 4 0.2%
 
0.0625 3 0.1%
 
0.0855 3 0.1%
 
0.0818 3 0.1%
 
0.0447 3 0.1%
 
Other values (577) 695 34.8%
 
(Missing) 1172 58.6%
 
ValueCountFrequency (%) 
0 99 5.0%
 
0.0007 1 0.1%
 
0.0015 1 0.1%
 
0.0044 1 0.1%
 
0.0056 1 0.1%
 
ValueCountFrequency (%) 
0.9098 1 0.1%
 
0.7225 1 0.1%
 
0.6082 1 0.1%
 
0.5727 1 0.1%
 
0.4802 1 0.1%
 

BASEMENTAREA_MODE
Real number (ℝ≥0)

MISSING
ZEROS
HIGH CORRELATION
Distinct count586
Unique (%)29.3%
Missing1172
Missing (%)58.6%
Infinite0
Infinite (%)0.0%
Mean0.08899263285024155
Minimum0.0
Maximum0.9442
Zeros110
Zeros (%)5.5%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10.04115
median0.07435
Q30.1132
95-th percentile0.22615
Maximum0.9442
Range0.9442
Interquartile range (IQR)0.07205

Descriptive statistics

Standard deviation0.08620025352
Coefficient of variation (CV)0.968622354
Kurtosis20.40947562
Mean0.08899263285
Median Absolute Deviation (MAD)0.05576623346
Skewness3.271862589
Sum73.6859
Variance0.007430483706
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 110 5.5%
 
0.0566 4 0.2%
 
0.0747 4 0.2%
 
0.0476 4 0.2%
 
0.1132 4 0.2%
 
0.0677 4 0.2%
 
0.0366 3 0.1%
 
0.0419 3 0.1%
 
0.051 3 0.1%
 
0.0471 3 0.1%
 
Other values (575) 686 34.3%
 
(Missing) 1172 58.6%
 
ValueCountFrequency (%) 
0 110 5.5%
 
0.0008 1 0.1%
 
0.0019 1 0.1%
 
0.0046 1 0.1%
 
0.0058 1 0.1%
 
ValueCountFrequency (%) 
0.9442 1 0.1%
 
0.7498 1 0.1%
 
0.6311 1 0.1%
 
0.5943 1 0.1%
 
0.4983 1 0.1%
 

CNT_CHILDREN
Real number (ℝ≥0)

ZEROS
Distinct count6
Unique (%)0.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.416
Minimum0
Maximum5
Zeros1412
Zeros (%)70.6%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31
95-th percentile2
Maximum5
Range5
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.7295273162
Coefficient of variation (CV)1.753671433
Kurtosis3.173162606
Mean0.416
Median Absolute Deviation (MAD)0.587392
Skewness1.821459195
Sum832
Variance0.5322101051
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0. 0.5 1.5 2.5 3.5 5. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1412 70.6%
 
1 382 19.1%
 
2 174 8.7%
 
3 27 1.4%
 
4 4 0.2%
 
5 1 0.1%
 
ValueCountFrequency (%) 
0 1412 70.6%
 
1 382 19.1%
 
2 174 8.7%
 
3 27 1.4%
 
4 4 0.2%
 
ValueCountFrequency (%) 
5 1 0.1%
 
4 4 0.2%
 
3 27 1.4%
 
2 174 8.7%
 
1 382 19.1%
 

CNT_FAM_MEMBERS
Real number (ℝ≥0)

Distinct count7
Unique (%)0.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.143
Minimum1.0
Maximum7.0
Zeros0
Zeros (%)0.0%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q12
median2
Q33
95-th percentile4
Maximum7
Range6
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.9115736302
Coefficient of variation (CV)0.4253726692
Kurtosis1.17368907
Mean2.143
Median Absolute Deviation (MAD)0.663211
Skewness0.9238688833
Sum4286
Variance0.8309664832
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[1. 2.5 3.5 4.5 5.5 7. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2 1025 51.2%
 
1 452 22.6%
 
3 342 17.1%
 
4 153 7.6%
 
5 23 1.1%
 
6 4 0.2%
 
7 1 0.1%
 
ValueCountFrequency (%) 
1 452 22.6%
 
2 1025 51.2%
 
3 342 17.1%
 
4 153 7.6%
 
5 23 1.1%
 
ValueCountFrequency (%) 
7 1 0.1%
 
6 4 0.2%
 
5 23 1.1%
 
4 153 7.6%
 
3 342 17.1%
 

CODE_GENDER
Categorical

Distinct count2
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size15.8 KiB
F
1331
M
669
ValueCountFrequency (%) 
F 1331 66.5%
 
M 669 33.5%
 

Composition

Contains charsTrue
Contains digitsFalse
Contains whitespaceFalse
Contains non-wordsFalse

Length

Max length1
Mean length1
Min length1
Scatter

COMMONAREA_AVG
Real number (ℝ≥0)

MISSING
ZEROS
HIGH CORRELATION
Distinct count407
Unique (%)20.3%
Missing1389
Missing (%)69.5%
Infinite0
Infinite (%)0.0%
Mean0.049307855973813416
Minimum0.0
Maximum0.9277
Zeros56
Zeros (%)2.8%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10.0074
median0.0206
Q30.05275
95-th percentile0.1924
Maximum0.9277
Range0.9277
Interquartile range (IQR)0.04535

Descriptive statistics

Standard deviation0.08543469851
Coefficient of variation (CV)1.732679242
Kurtosis29.89321235
Mean0.04930785597
Median Absolute Deviation (MAD)0.04918936465
Skewness4.540792333
Sum30.1271
Variance0.007299087709
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 56 2.8%
 
0.0079 5 0.2%
 
0.0124 4 0.2%
 
0.0015 4 0.2%
 
0.0266 4 0.2%
 
0.0129 4 0.2%
 
0.0042 4 0.2%
 
0.0071 4 0.2%
 
0.0067 3 0.1%
 
0.0012 3 0.1%
 
Other values (396) 520 26.0%
 
(Missing) 1389 69.5%
 
ValueCountFrequency (%) 
0 56 2.8%
 
0.0003 1 0.1%
 
0.0005 2 0.1%
 
0.0007 1 0.1%
 
0.001 1 0.1%
 
ValueCountFrequency (%) 
0.9277 1 0.1%
 
0.6757 1 0.1%
 
0.5949 1 0.1%
 
0.4978 1 0.1%
 
0.4792 1 0.1%
 

COMMONAREA_MEDI
Real number (ℝ≥0)

MISSING
ZEROS
HIGH CORRELATION
Distinct count397
Unique (%)19.9%
Missing1389
Missing (%)69.5%
Infinite0
Infinite (%)0.0%
Mean0.0490646481178396
Minimum0.0
Maximum0.9335
Zeros57
Zeros (%)2.9%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10.0075
median0.0201
Q30.05145
95-th percentile0.1936
Maximum0.9335
Range0.9335
Interquartile range (IQR)0.04395

Descriptive statistics

Standard deviation0.08569542843
Coefficient of variation (CV)1.746581943
Kurtosis30.39375045
Mean0.04906464812
Median Absolute Deviation (MAD)0.04909661176
Skewness4.58519754
Sum29.9785
Variance0.007343706453
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 57 2.9%
 
0.0124 7 0.4%
 
0.0079 5 0.2%
 
0.0043 4 0.2%
 
0.0065 4 0.2%
 
0.0085 4 0.2%
 
0.0087 4 0.2%
 
0.0142 4 0.2%
 
0.008 4 0.2%
 
0.0265 3 0.1%
 
Other values (386) 515 25.8%
 
(Missing) 1389 69.5%
 
ValueCountFrequency (%) 
0 57 2.9%
 
0.0003 1 0.1%
 
0.0005 2 0.1%
 
0.0007 1 0.1%
 
0.001 1 0.1%
 
ValueCountFrequency (%) 
0.9335 1 0.1%
 
0.68 1 0.1%
 
0.5987 1 0.1%
 
0.501 1 0.1%
 
0.4823 1 0.1%
 

COMMONAREA_MODE
Real number (ℝ≥0)

MISSING
ZEROS
HIGH CORRELATION
Distinct count396
Unique (%)19.8%
Missing1389
Missing (%)69.5%
Infinite0
Infinite (%)0.0%
Mean0.04685744680851064
Minimum0.0
Maximum0.9361
Zeros66
Zeros (%)3.3%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10.0066
median0.0184
Q30.0476
95-th percentile0.19115
Maximum0.9361
Range0.9361
Interquartile range (IQR)0.041

Descriptive statistics

Standard deviation0.08477457837
Coefficient of variation (CV)1.809201827
Kurtosis32.37424104
Mean0.04685744681
Median Absolute Deviation (MAD)0.04781527318
Skewness4.74463929
Sum28.6299
Variance0.007186729137
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 66 3.3%
 
0.008 8 0.4%
 
0.0043 5 0.2%
 
0.0087 4 0.2%
 
0.0096 4 0.2%
 
0.0012 4 0.2%
 
0.0125 4 0.2%
 
0.0079 4 0.2%
 
0.0065 3 0.1%
 
0.0118 3 0.1%
 
Other values (385) 506 25.3%
 
(Missing) 1389 69.5%
 
ValueCountFrequency (%) 
0 66 3.3%
 
0.0005 1 0.1%
 
0.0006 1 0.1%
 
0.0007 1 0.1%
 
0.001 2 0.1%
 
ValueCountFrequency (%) 
0.9361 1 0.1%
 
0.6819 1 0.1%
 
0.6004 1 0.1%
 
0.5024 1 0.1%
 
0.4836 1 0.1%
 

DAYS_BIRTH
Real number (ℝ)

Distinct count1875
Unique (%)93.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-16114.5025
Minimum-25078
Maximum-7680
Zeros0
Zeros (%)0.0%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum-25078
5-th percentile-23285.1
Q1-19706
median-15833.5
Q3-12547
95-th percentile-9492.8
Maximum-7680
Range17398
Interquartile range (IQR)7159

Descriptive statistics

Standard deviation4358.44905
Coefficient of variation (CV)-0.2704674904
Kurtosis-1.039121953
Mean-16114.5025
Median Absolute Deviation (MAD)3727.87159
Skewness-0.1141214011
Sum-32229005
Variance18996078.12
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[-25078. -23712. -20617. -9871. -7680.], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
-15273 4 0.2%
 
-20008 3 0.1%
 
-22079 3 0.1%
 
-13102 2 0.1%
 
-22191 2 0.1%
 
-14635 2 0.1%
 
-9881 2 0.1%
 
-18608 2 0.1%
 
-11380 2 0.1%
 
-16567 2 0.1%
 
Other values (1865) 1976 98.8%
 
ValueCountFrequency (%) 
-25078 1 0.1%
 
-24998 1 0.1%
 
-24988 1 0.1%
 
-24878 1 0.1%
 
-24831 1 0.1%
 
ValueCountFrequency (%) 
-7680 1 0.1%
 
-7701 1 0.1%
 
-7750 1 0.1%
 
-7769 1 0.1%
 
-7783 1 0.1%
 

DAYS_EMPLOYED
Real number (ℝ)

HIGH CORRELATION
Distinct count1383
Unique (%)69.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean68923.6605
Minimum-14348
Maximum365243
Zeros1
Zeros (%)0.1%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum-14348
5-th percentile-6641.55
Q1-2699.75
median-1208
Q3-237.75
95-th percentile365243
Maximum365243
Range379591
Interquartile range (IQR)2462

Descriptive statistics

Standard deviation145427.1232
Coefficient of variation (CV)2.109973878
Kurtosis0.3982690303
Mean68923.6605
Median Absolute Deviation (MAD)114971.9037
Skewness1.548082876
Sum137847321
Variance2.114904816e+10
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[-1.434800e+04 -1.010350e+04 -7.153500e+03 -5.541000e+03 -3.512500e+03 ... -4.435000e+02 -9.300000e+01 -2.850000e+01 1.826215e+05 3.652430e+05], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
365243 388 19.4%
 
-201 5 0.2%
 
-1298 4 0.2%
 
-941 4 0.2%
 
-207 4 0.2%
 
-803 3 0.1%
 
-2923 3 0.1%
 
-1598 3 0.1%
 
-1139 3 0.1%
 
-381 3 0.1%
 
Other values (1373) 1580 79.0%
 
ValueCountFrequency (%) 
-14348 1 0.1%
 
-13840 1 0.1%
 
-13604 1 0.1%
 
-13516 1 0.1%
 
-12810 1 0.1%
 
ValueCountFrequency (%) 
365243 388 19.4%
 
0 1 0.1%
 
-57 1 0.1%
 
-76 1 0.1%
 
-79 1 0.1%
 

DAYS_ID_PUBLISH
Real number (ℝ)

Distinct count1617
Unique (%)80.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-3016.2625
Minimum-6163
Maximum-3
Zeros0
Zeros (%)0.0%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum-6163
5-th percentile-4948.05
Q1-4285.25
median-3308
Q3-1760.75
95-th percentile-406.6
Maximum-3
Range6160
Interquartile range (IQR)2524.5

Descriptive statistics

Standard deviation1497.740985
Coefficient of variation (CV)-0.4965552519
Kurtosis-1.074017672
Mean-3016.2625
Median Absolute Deviation (MAD)1299.913088
Skewness0.3799550616
Sum-6032525
Variance2243228.06
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[-6.1630e+03 -5.2300e+03 -5.0570e+03 -4.6080e+03 -3.8645e+03 -3.0000e+00], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
-3343 5 0.2%
 
-4132 4 0.2%
 
-2619 4 0.2%
 
-4412 4 0.2%
 
-4062 4 0.2%
 
-3884 4 0.2%
 
-3973 4 0.2%
 
-4145 4 0.2%
 
-2897 3 0.1%
 
-4666 3 0.1%
 
Other values (1607) 1961 98.0%
 
ValueCountFrequency (%) 
-6163 1 0.1%
 
-6063 1 0.1%
 
-6046 1 0.1%
 
-6025 1 0.1%
 
-6002 1 0.1%
 
ValueCountFrequency (%) 
-3 3 0.1%
 
-4 1 0.1%
 
-6 1 0.1%
 
-10 1 0.1%
 
-12 1 0.1%
 

DAYS_LAST_PHONE_CHANGE
Real number (ℝ)

ZEROS
Distinct count1236
Unique (%)61.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-976.1215
Minimum-3789.0
Maximum0.0
Zeros243
Zeros (%)12.2%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum-3789
5-th percentile-2532.3
Q1-1574
median-783.5
Q3-288
95-th percentile0
Maximum0
Range3789
Interquartile range (IQR)1286

Descriptive statistics

Standard deviation834.5496602
Coefficient of variation (CV)-0.8549649405
Kurtosis-0.223115166
Mean-976.1215
Median Absolute Deviation (MAD)696.723725
Skewness-0.7412459016
Sum-1952243
Variance696473.1353
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[-3.7890e+03 -3.2295e+03 -2.5925e+03 -1.8535e+03 -1.4515e+03 ... -2.2050e+02 -6.5000e+00 -2.5000e+00 -5.0000e-01 0.0000e+00], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 243 12.2%
 
-1 20 1.0%
 
-2 15 0.8%
 
-3 8 0.4%
 
-4 7 0.4%
 
-6 7 0.4%
 
-5 6 0.3%
 
-320 6 0.3%
 
-1491 5 0.2%
 
-147 5 0.2%
 
Other values (1226) 1678 83.9%
 
ValueCountFrequency (%) 
-3789 1 0.1%
 
-3735 1 0.1%
 
-3734 1 0.1%
 
-3647 1 0.1%
 
-3477 1 0.1%
 
ValueCountFrequency (%) 
0 243 12.2%
 
-1 20 1.0%
 
-2 15 0.8%
 
-3 8 0.4%
 
-4 7 0.4%
 

DAYS_REGISTRATION
Real number (ℝ)

Distinct count1834
Unique (%)91.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-5023.991
Minimum-20623.0
Maximum0.0
Zeros1
Zeros (%)0.1%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum-20623
5-th percentile-11445.05
Q1-7362.25
median-4531
Q3-2061.25
95-th percentile-383
Maximum0
Range20623
Interquartile range (IQR)5301

Descriptive statistics

Standard deviation3527.038006
Coefficient of variation (CV)-0.7020390772
Kurtosis-0.03327560277
Mean-5023.991
Median Absolute Deviation (MAD)2877.033947
Skewness-0.6694940976
Sum-10047982
Variance12439997.09
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[-20623. -16397. -13437.5 -11348.5 -9081. -5344.5 -3613. -1619. 0. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
-1186 4 0.2%
 
-388 3 0.1%
 
-3627 3 0.1%
 
-3953 3 0.1%
 
-944 3 0.1%
 
-4970 3 0.1%
 
-43 3 0.1%
 
-500 3 0.1%
 
-4233 3 0.1%
 
-4409 3 0.1%
 
Other values (1824) 1969 98.5%
 
ValueCountFrequency (%) 
-20623 1 0.1%
 
-16525 1 0.1%
 
-16269 1 0.1%
 
-16089 1 0.1%
 
-15972 1 0.1%
 
ValueCountFrequency (%) 
0 1 0.1%
 
-1 1 0.1%
 
-3 1 0.1%
 
-4 2 0.1%
 
-5 1 0.1%
 

DEF_30_CNT_SOCIAL_CIRCLE
Real number (ℝ≥0)

ZEROS
Distinct count8
Unique (%)0.4%
Missing6
Missing (%)0.3%
Infinite0
Infinite (%)0.0%
Mean0.14092276830491474
Minimum0.0
Maximum6.0
Zeros1785
Zeros (%)89.2%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum6
Range6
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.4863416492
Coefficient of variation (CV)3.451121881
Kurtosis37.19555552
Mean0.1409227683
Median Absolute Deviation (MAD)0.2523040536
Skewness5.152673379
Sum281
Variance0.2365281998
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 1785 89.2%
 
1 161 8.1%
 
2 37 1.8%
 
4 4 0.2%
 
5 3 0.1%
 
3 3 0.1%
 
6 1 0.1%
 
(Missing) 6 0.3%
 
ValueCountFrequency (%) 
0 1785 89.2%
 
1 161 8.1%
 
2 37 1.8%
 
3 3 0.1%
 
4 4 0.2%
 
ValueCountFrequency (%) 
6 1 0.1%
 
5 3 0.1%
 
4 4 0.2%
 
3 3 0.1%
 
2 37 1.8%
 

DEF_60_CNT_SOCIAL_CIRCLE
Real number (ℝ≥0)

ZEROS
Distinct count7
Unique (%)0.4%
Missing6
Missing (%)0.3%
Infinite0
Infinite (%)0.0%
Mean0.09979939819458375
Minimum0.0
Maximum5.0
Zeros1837
Zeros (%)91.8%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum5
Range5
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.392567628
Coefficient of variation (CV)3.933567087
Kurtosis45.7798251
Mean0.09979939819
Median Absolute Deviation (MAD)0.1838831439
Skewness5.704009821
Sum199
Variance0.1541093426
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 1837 91.8%
 
1 128 6.4%
 
2 23 1.1%
 
4 3 0.1%
 
5 2 0.1%
 
3 1 0.1%
 
(Missing) 6 0.3%
 
ValueCountFrequency (%) 
0 1837 91.8%
 
1 128 6.4%
 
2 23 1.1%
 
3 1 0.1%
 
4 3 0.1%
 
ValueCountFrequency (%) 
5 2 0.1%
 
4 3 0.1%
 
3 1 0.1%
 
2 23 1.1%
 
1 128 6.4%
 

ELEVATORS_AVG
Real number (ℝ≥0)

MISSING
ZEROS
HIGH CORRELATION
Distinct count46
Unique (%)2.3%
Missing1069
Missing (%)53.4%
Infinite0
Infinite (%)0.0%
Mean0.08279312567132116
Minimum0.0
Maximum1.0
Zeros541
Zeros (%)27.1%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30.16
95-th percentile0.32
Maximum1
Range1
Interquartile range (IQR)0.16

Descriptive statistics

Standard deviation0.1380247456
Coefficient of variation (CV)1.667103935
Kurtosis7.891211868
Mean0.08279312567
Median Absolute Deviation (MAD)0.1010550775
Skewness2.439096045
Sum77.0804
Variance0.0190508304
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 541 27.1%
 
0.16 66 3.3%
 
0.08 57 2.9%
 
0.24 45 2.2%
 
0.12 33 1.7%
 
0.04 31 1.6%
 
0.2 28 1.4%
 
0.28 20 1.0%
 
0.32 18 0.9%
 
0.36 8 0.4%
 
Other values (35) 84 4.2%
 
(Missing) 1069 53.4%
 
ValueCountFrequency (%) 
0 541 27.1%
 
0.016 2 0.1%
 
0.02 4 0.2%
 
0.0264 1 0.1%
 
0.04 31 1.6%
 
ValueCountFrequency (%) 
1 1 0.1%
 
0.88 1 0.1%
 
0.84 1 0.1%
 
0.8 2 0.1%
 
0.76 1 0.1%
 

ELEVATORS_MEDI
Real number (ℝ≥0)

MISSING
ZEROS
HIGH CORRELATION
Distinct count29
Unique (%)1.5%
Missing1069
Missing (%)53.4%
Infinite0
Infinite (%)0.0%
Mean0.08158968850698174
Minimum0.0
Maximum1.0
Zeros554
Zeros (%)27.7%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30.15
95-th percentile0.32
Maximum1
Range1
Interquartile range (IQR)0.15

Descriptive statistics

Standard deviation0.1377891769
Coefficient of variation (CV)1.688806262
Kurtosis8.041397183
Mean0.08158968851
Median Absolute Deviation (MAD)0.1005363185
Skewness2.465546613
Sum75.96
Variance0.01898585727
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 554 27.7%
 
0.16 68 3.4%
 
0.08 63 3.1%
 
0.24 50 2.5%
 
0.12 37 1.8%
 
0.04 31 1.6%
 
0.2 27 1.4%
 
0.28 19 0.9%
 
0.32 18 0.9%
 
0.4 9 0.4%
 
Other values (18) 55 2.8%
 
(Missing) 1069 53.4%
 
ValueCountFrequency (%) 
0 554 27.7%
 
0.02 2 0.1%
 
0.04 31 1.6%
 
0.06 4 0.2%
 
0.08 63 3.1%
 
ValueCountFrequency (%) 
1 1 0.1%
 
0.88 1 0.1%
 
0.84 1 0.1%
 
0.8 2 0.1%
 
0.76 1 0.1%
 

ELEVATORS_MODE
Real number (ℝ≥0)

MISSING
ZEROS
HIGH CORRELATION
Distinct count22
Unique (%)1.1%
Missing1069
Missing (%)53.4%
Infinite0
Infinite (%)0.0%
Mean0.07765574650912997
Minimum0.0
Maximum1.0
Zeros568
Zeros (%)28.4%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30.1208
95-th percentile0.3222
Maximum1
Range1
Interquartile range (IQR)0.1208

Descriptive statistics

Standard deviation0.134881704
Coefficient of variation (CV)1.736918516
Kurtosis8.252187062
Mean0.07765574651
Median Absolute Deviation (MAD)0.09740323019
Skewness2.516861063
Sum72.2975
Variance0.01819307406
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 568 28.4%
 
0.0806 74 3.7%
 
0.1611 67 3.4%
 
0.2417 46 2.3%
 
0.1208 36 1.8%
 
0.0403 33 1.7%
 
0.2014 29 1.5%
 
0.282 18 0.9%
 
0.3222 18 0.9%
 
0.4028 10 0.5%
 
Other values (11) 32 1.6%
 
(Missing) 1069 53.4%
 
ValueCountFrequency (%) 
0 568 28.4%
 
0.0403 33 1.7%
 
0.0806 74 3.7%
 
0.1208 36 1.8%
 
0.1611 67 3.4%
 
ValueCountFrequency (%) 
1 1 0.1%
 
0.8459 1 0.1%
 
0.8056 2 0.1%
 
0.7653 1 0.1%
 
0.6848 1 0.1%
 

EMERGENCYSTATE_MODE
Boolean

MISSING
Distinct count3
Unique (%)0.1%
Missing960
Missing (%)48.0%
Memory size15.8 KiB
No
1026
Yes
 
14
(Missing)
960
ValueCountFrequency (%) 
No 1026 51.3%
 
Yes 14 0.7%
 
(Missing) 960 48.0%
 

ENTRANCES_AVG
Real number (ℝ≥0)

MISSING
HIGH CORRELATION
Distinct count53
Unique (%)2.6%
Missing1017
Missing (%)50.8%
Infinite0
Infinite (%)0.0%
Mean0.15445645981688708
Minimum0.0
Maximum1.0
Zeros3
Zeros (%)0.1%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0345
Q10.069
median0.1379
Q30.2069
95-th percentile0.3448
Maximum1
Range1
Interquartile range (IQR)0.1379

Descriptive statistics

Standard deviation0.1101490037
Coefficient of variation (CV)0.7131395074
Kurtosis15.29545573
Mean0.1544564598
Median Absolute Deviation (MAD)0.07414581828
Skewness2.926421387
Sum151.8307
Variance0.01213280301
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.1379 217 10.8%
 
0.069 150 7.5%
 
0.1034 125 6.2%
 
0.2069 119 5.9%
 
0.0345 86 4.3%
 
0.1724 59 2.9%
 
0.2759 55 2.8%
 
0.2414 30 1.5%
 
0.3448 18 0.9%
 
0.0862 13 0.7%
 
Other values (42) 111 5.5%
 
(Missing) 1017 50.8%
 
ValueCountFrequency (%) 
0 3 0.1%
 
0.0345 86 4.3%
 
0.0517 6 0.3%
 
0.0572 1 0.1%
 
0.0603 1 0.1%
 
ValueCountFrequency (%) 
1 3 0.1%
 
0.8966 1 0.1%
 
0.7241 2 0.1%
 
0.6897 2 0.1%
 
0.6552 2 0.1%
 

ENTRANCES_MEDI
Real number (ℝ≥0)

MISSING
HIGH CORRELATION
Distinct count29
Unique (%)1.5%
Missing1017
Missing (%)50.8%
Infinite0
Infinite (%)0.0%
Mean0.15376429298067143
Minimum0.0
Maximum1.0
Zeros3
Zeros (%)0.1%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0345
Q10.069
median0.1379
Q30.2069
95-th percentile0.3448
Maximum1
Range1
Interquartile range (IQR)0.1379

Descriptive statistics

Standard deviation0.1104614327
Coefficient of variation (CV)0.7183815605
Kurtosis15.17091534
Mean0.153764293
Median Absolute Deviation (MAD)0.07445620761
Skewness2.913865547
Sum151.1503
Variance0.01220172812
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.1379 224 11.2%
 
0.069 154 7.7%
 
0.1034 133 6.7%
 
0.2069 122 6.1%
 
0.0345 92 4.6%
 
0.1724 62 3.1%
 
0.2759 56 2.8%
 
0.2414 30 1.5%
 
0.3448 18 0.9%
 
0.0862 14 0.7%
 
Other values (18) 78 3.9%
 
(Missing) 1017 50.8%
 
ValueCountFrequency (%) 
0 3 0.1%
 
0.0345 92 4.6%
 
0.0517 6 0.3%
 
0.069 154 7.7%
 
0.0862 14 0.7%
 
ValueCountFrequency (%) 
1 3 0.1%
 
0.8966 1 0.1%
 
0.7241 2 0.1%
 
0.6897 2 0.1%
 
0.6552 2 0.1%
 

ENTRANCES_MODE
Real number (ℝ≥0)

MISSING
HIGH CORRELATION
Distinct count23
Unique (%)1.1%
Missing1017
Missing (%)50.8%
Infinite0
Infinite (%)0.0%
Mean0.1490821973550356
Minimum0.0
Maximum1.0
Zeros4
Zeros (%)0.2%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0345
Q10.069
median0.1379
Q30.2069
95-th percentile0.34135
Maximum1
Range1
Interquartile range (IQR)0.1379

Descriptive statistics

Standard deviation0.1112369171
Coefficient of variation (CV)0.7461448724
Kurtosis15.12196197
Mean0.1490821974
Median Absolute Deviation (MAD)0.07474114928
Skewness2.911077808
Sum146.5478
Variance0.01237365173
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.1379 221 11.1%
 
0.069 176 8.8%
 
0.1034 135 6.8%
 
0.2069 121 6.0%
 
0.0345 117 5.9%
 
0.1724 62 3.1%
 
0.2759 55 2.8%
 
0.2414 29 1.5%
 
0.3448 18 0.9%
 
0.3103 13 0.7%
 
Other values (12) 36 1.8%
 
(Missing) 1017 50.8%
 
ValueCountFrequency (%) 
0 4 0.2%
 
0.0345 117 5.9%
 
0.069 176 8.8%
 
0.1034 135 6.8%
 
0.1379 221 11.1%
 
ValueCountFrequency (%) 
1 3 0.1%
 
0.8966 1 0.1%
 
0.7241 2 0.1%
 
0.6897 2 0.1%
 
0.6552 2 0.1%
 

EXT_SOURCE_1
Real number (ℝ≥0)

MISSING
Distinct count896
Unique (%)44.8%
Missing1104
Missing (%)55.2%
Infinite0
Infinite (%)0.0%
Mean0.5112771860463996
Minimum0.05726776893897985
Maximum0.9275935837400616
Zeros0
Zeros (%)0.0%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0.05726776894
5-th percentile0.1730003746
Q10.346859806
median0.5254749899
Q30.6741891432
95-th percentile0.8320708675
Maximum0.9275935837
Range0.8703258148
Interquartile range (IQR)0.3273293372

Descriptive statistics

Standard deviation0.207531518
Coefficient of variation (CV)0.4059080352
Kurtosis-0.9396879728
Mean0.511277186
Median Absolute Deviation (MAD)0.1751012584
Skewness-0.105033138
Sum458.1043587
Variance0.04306933098
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.6202903898 2 0.1%
 
0.4732799372 1 0.1%
 
0.1316592551 1 0.1%
 
0.3228733123 1 0.1%
 
0.2776266738 1 0.1%
 
0.570476362 1 0.1%
 
0.2082281505 1 0.1%
 
0.6687527072 1 0.1%
 
0.634061027 1 0.1%
 
0.701876696 1 0.1%
 
Other values (885) 885 44.2%
 
(Missing) 1104 55.2%
 
ValueCountFrequency (%) 
0.05726776894 1 0.1%
 
0.05779161699 1 0.1%
 
0.06038810558 1 0.1%
 
0.07087007077 1 0.1%
 
0.07273813005 1 0.1%
 
ValueCountFrequency (%) 
0.9275935837 1 0.1%
 
0.9167693586 1 0.1%
 
0.9112220269 1 0.1%
 
0.9099684356 1 0.1%
 
0.9039592728 1 0.1%
 

EXT_SOURCE_2
Real number (ℝ≥0)

Distinct count1964
Unique (%)98.2%
Missing2
Missing (%)0.1%
Infinite0
Infinite (%)0.0%
Mean0.5147485395682133
Minimum7.791786358703946e-05
Maximum0.8018944491770665
Zeros0
Zeros (%)0.0%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum7.791786359e-05
5-th percentile0.139027453
Q10.3932567851
median0.5649270753
Q30.6656204207
95-th percentile0.7458690575
Maximum0.8018944492
Range0.8018165313
Interquartile range (IQR)0.2723636356

Descriptive statistics

Standard deviation0.1904100799
Coefficient of variation (CV)0.369908927
Kurtosis-0.2360631019
Mean0.5147485396
Median Absolute Deviation (MAD)0.1566783201
Skewness-0.8106337548
Sum1028.467582
Variance0.03625599854
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.2622583692 4 0.2%
 
0.2665197754 4 0.2%
 
0.2858978721 3 0.1%
 
0.2652563402 3 0.1%
 
0.6650994444 3 0.1%
 
0.1673316673 3 0.1%
 
0.2670630304 2 0.1%
 
0.1942151121 2 0.1%
 
0.6883373103 2 0.1%
 
0.4704604183 2 0.1%
 
Other values (1953) 1970 98.5%
 
ValueCountFrequency (%) 
7.791786359e-05 1 0.1%
 
0.0002341861324 1 0.1%
 
0.002326673017 1 0.1%
 
0.002812302759 1 0.1%
 
0.003712212931 1 0.1%
 
ValueCountFrequency (%) 
0.8018944492 1 0.1%
 
0.8005640803 1 0.1%
 
0.7994199367 1 0.1%
 
0.79902693 1 0.1%
 
0.797456206 1 0.1%
 

EXT_SOURCE_3
Real number (ℝ≥0)

MISSING
Distinct count461
Unique (%)23.1%
Missing426
Missing (%)21.3%
Infinite0
Infinite (%)0.0%
Mean0.5190711123511026
Minimum0.0005272652387098817
Maximum0.8633633824101478
Zeros0
Zeros (%)0.0%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0.0005272652387
5-th percentile0.1690743327
Q10.377404249
median0.5406544504
Q30.6738300779
95-th percentile0.7850520264
Maximum0.8633633824
Range0.8628361172
Interquartile range (IQR)0.2964258289

Descriptive statistics

Standard deviation0.1901534603
Coefficient of variation (CV)0.3663341222
Kurtosis-0.6610983492
Mean0.5190711124
Median Absolute Deviation (MAD)0.1590913299
Skewness-0.4296002084
Sum817.0179308
Variance0.03615833846
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.6894791426 12 0.6%
 
0.4543210602 12 0.6%
 
0.6706517531 11 0.5%
 
0.5902333386 10 0.5%
 
0.6279908193 10 0.5%
 
0.6817058777 10 0.5%
 
0.5744466171 10 0.5%
 
0.6738300779 10 0.5%
 
0.5867400085 9 0.4%
 
0.5136937663 9 0.4%
 
Other values (450) 1471 73.6%
 
(Missing) 426 21.3%
 
ValueCountFrequency (%) 
0.0005272652387 3 0.1%
 
0.03390980579 1 0.1%
 
0.04382706685 1 0.1%
 
0.04825898347 1 0.1%
 
0.05275259672 1 0.1%
 
ValueCountFrequency (%) 
0.8633633824 2 0.1%
 
0.8590531292 1 0.1%
 
0.8528284669 1 0.1%
 
0.8435435389 2 0.1%
 
0.8425892767 1 0.1%
 
Distinct count2
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size15.8 KiB
1
1999
0
 
1
ValueCountFrequency (%) 
1 1999 > 99.9%
 
0 1 0.1%
 

FLAG_DOCUMENT_10
Boolean

CONST
Distinct count1
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size15.8 KiB
0
2000
ValueCountFrequency (%) 
0 2000 100.0%
 
Distinct count2
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size15.8 KiB
0
1997
1
 
3
ValueCountFrequency (%) 
0 1997 99.9%
 
1 3 0.1%
 

FLAG_DOCUMENT_12
Boolean

CONST
Distinct count1
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size15.8 KiB
0
2000
ValueCountFrequency (%) 
0 2000 100.0%
 
Distinct count2
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size15.8 KiB
0
1992
1
 
8
ValueCountFrequency (%) 
0 1992 99.6%
 
1 8 0.4%
 
Distinct count2
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size15.8 KiB
0
1995
1
 
5
ValueCountFrequency (%) 
0 1995 99.8%
 
1 5 0.2%
 
Distinct count2
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size15.8 KiB
0
1998
1
 
2
ValueCountFrequency (%) 
0 1998 99.9%
 
1 2 0.1%
 
Distinct count2
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size15.8 KiB
0
1977
1
 
23
ValueCountFrequency (%) 
0 1977 98.9%
 
1 23 1.1%
 

FLAG_DOCUMENT_17
Boolean

CONST
Distinct count1
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size15.8 KiB
0
2000
ValueCountFrequency (%) 
0 2000 100.0%
 
Distinct count2
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size15.8 KiB
0
1982
1
 
18
ValueCountFrequency (%) 
0 1982 99.1%
 
1 18 0.9%
 
Distinct count2
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size15.8 KiB
0
1999
1
 
1
ValueCountFrequency (%) 
0 1999 > 99.9%
 
1 1 0.1%
 
Distinct count2
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size15.8 KiB
0
1999
1
 
1
ValueCountFrequency (%) 
0 1999 > 99.9%
 
1 1 0.1%
 

FLAG_DOCUMENT_20
Boolean

CONST
Distinct count1
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size15.8 KiB
0
2000
ValueCountFrequency (%) 
0 2000 100.0%
 

FLAG_DOCUMENT_21
Boolean

CONST
Distinct count1
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size15.8 KiB
0
2000
ValueCountFrequency (%) 
0 2000 100.0%
 
Distinct count2
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size15.8 KiB
1
1432
0
568
ValueCountFrequency (%) 
1 1432 71.6%
 
0 568 28.4%
 
Distinct count2
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size15.8 KiB
0
1998
1
 
2
ValueCountFrequency (%) 
0 1998 99.9%
 
1 2 0.1%
 
Distinct count2
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size15.8 KiB
0
1969
1
 
31
ValueCountFrequency (%) 
0 1969 98.5%
 
1 31 1.6%
 
Distinct count2
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size15.8 KiB
0
1835
1
 
165
ValueCountFrequency (%) 
0 1835 91.8%
 
1 165 8.2%
 

FLAG_DOCUMENT_7
Boolean

CONST
Distinct count1
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size15.8 KiB
0
2000
ValueCountFrequency (%) 
0 2000 100.0%
 
Distinct count2
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size15.8 KiB
0
1824
1
 
176
ValueCountFrequency (%) 
0 1824 91.2%
 
1 176 8.8%
 
Distinct count2
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size15.8 KiB
0
1997
1
 
3
ValueCountFrequency (%) 
0 1997 99.9%
 
1 3 0.1%
 

FLAG_EMAIL
Boolean

Distinct count2
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size15.8 KiB
0
1889
1
 
111
ValueCountFrequency (%) 
0 1889 94.5%
 
1 111 5.5%
 

FLAG_EMP_PHONE
Boolean

HIGH CORRELATION
Distinct count2
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size15.8 KiB
1
1612
0
388
ValueCountFrequency (%) 
1 1612 80.6%
 
0 388 19.4%
 

FLAG_MOBIL
Boolean

CONST
Distinct count1
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size15.8 KiB
1
2000
ValueCountFrequency (%) 
1 2000 100.0%
 
Distinct count2
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size15.8 KiB
N
1324
Y
676
ValueCountFrequency (%) 
N 1324 66.2%
 
Y 676 33.8%
 
Distinct count2
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size15.8 KiB
Y
1424
N
576
ValueCountFrequency (%) 
Y 1424 71.2%
 
N 576 28.8%
 

FLAG_PHONE
Boolean

Distinct count2
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size15.8 KiB
0
1409
1
591
ValueCountFrequency (%) 
0 1409 70.5%
 
1 591 29.5%
 
Distinct count2
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size15.8 KiB
0
1624
1
376
ValueCountFrequency (%) 
0 1624 81.2%
 
1 376 18.8%
 

FLOORSMAX_AVG
Real number (ℝ≥0)

MISSING
HIGH CORRELATION
Distinct count56
Unique (%)2.8%
Missing1004
Missing (%)50.2%
Infinite0
Infinite (%)0.0%
Mean0.2333355421686747
Minimum0.0
Maximum1.0
Zeros16
Zeros (%)0.8%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0417
Q10.1667
median0.1667
Q30.3333
95-th percentile0.520775
Maximum1
Range1
Interquartile range (IQR)0.1666

Descriptive statistics

Standard deviation0.1479203541
Coefficient of variation (CV)0.6339383736
Kurtosis2.238151201
Mean0.2333355422
Median Absolute Deviation (MAD)0.1198692517
Skewness1.201724356
Sum232.4022
Variance0.02188043116
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.1667 391 19.6%
 
0.3333 207 10.3%
 
0.0417 86 4.3%
 
0.375 66 3.3%
 
0.0833 47 2.4%
 
0.125 44 2.2%
 
0.4583 19 0.9%
 
0.625 18 0.9%
 
0 16 0.8%
 
0.2083 11 0.5%
 
Other values (45) 91 4.5%
 
(Missing) 1004 50.2%
 
ValueCountFrequency (%) 
0 16 0.8%
 
0.0208 2 0.1%
 
0.0417 86 4.3%
 
0.0833 47 2.4%
 
0.1042 3 0.1%
 
ValueCountFrequency (%) 
1 1 0.1%
 
0.9583 1 0.1%
 
0.8888 1 0.1%
 
0.8333 1 0.1%
 
0.75 2 0.1%
 

FLOORSMAX_MEDI
Real number (ℝ≥0)

MISSING
HIGH CORRELATION
Distinct count31
Unique (%)1.6%
Missing1004
Missing (%)50.2%
Infinite0
Infinite (%)0.0%
Mean0.23270913654618475
Minimum0.0
Maximum1.0
Zeros16
Zeros (%)0.8%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0417
Q10.1667
median0.1667
Q30.3333
95-th percentile0.5417
Maximum1
Range1
Interquartile range (IQR)0.1666

Descriptive statistics

Standard deviation0.1484753426
Coefficient of variation (CV)0.6380297087
Kurtosis2.344812283
Mean0.2327091365
Median Absolute Deviation (MAD)0.1204000565
Skewness1.226468525
Sum231.7783
Variance0.02204492736
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.1667 406 20.3%
 
0.3333 213 10.7%
 
0.0417 87 4.3%
 
0.375 66 3.3%
 
0.0833 46 2.3%
 
0.125 44 2.2%
 
0.4583 22 1.1%
 
0.625 20 1.0%
 
0 16 0.8%
 
0.5417 13 0.7%
 
Other values (20) 63 3.1%
 
(Missing) 1004 50.2%
 
ValueCountFrequency (%) 
0 16 0.8%
 
0.0208 2 0.1%
 
0.0417 87 4.3%
 
0.0833 46 2.3%
 
0.1042 3 0.1%
 
ValueCountFrequency (%) 
1 1 0.1%
 
0.9583 2 0.1%
 
0.8333 1 0.1%
 
0.75 2 0.1%
 
0.7083 1 0.1%
 

FLOORSMAX_MODE
Real number (ℝ≥0)

MISSING
HIGH CORRELATION
Distinct count21
Unique (%)1.1%
Missing1004
Missing (%)50.2%
Infinite0
Infinite (%)0.0%
Mean0.22942520080321285
Minimum0.0
Maximum1.0
Zeros20
Zeros (%)1.0%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0417
Q10.1667
median0.1667
Q30.3333
95-th percentile0.5417
Maximum1
Range1
Interquartile range (IQR)0.1666

Descriptive statistics

Standard deviation0.1475108932
Coefficient of variation (CV)0.6429585446
Kurtosis2.425761134
Mean0.2294252008
Median Absolute Deviation (MAD)0.1192288163
Skewness1.236732139
Sum228.5075
Variance0.02175946362
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.1667 413 20.6%
 
0.3333 220 11.0%
 
0.0417 89 4.5%
 
0.375 68 3.4%
 
0.0833 50 2.5%
 
0.125 45 2.2%
 
0.625 21 1.1%
 
0 20 1.0%
 
0.4583 20 1.0%
 
0.6667 12 0.6%
 
Other values (10) 38 1.9%
 
(Missing) 1004 50.2%
 
ValueCountFrequency (%) 
0 20 1.0%
 
0.0417 89 4.5%
 
0.0833 50 2.5%
 
0.125 45 2.2%
 
0.1667 413 20.6%
 
ValueCountFrequency (%) 
1 1 0.1%
 
0.9583 2 0.1%
 
0.8333 1 0.1%
 
0.75 1 0.1%
 
0.6667 12 0.6%
 

FLOORSMIN_AVG
Real number (ℝ≥0)

MISSING
HIGH CORRELATION
Distinct count45
Unique (%)2.2%
Missing1358
Missing (%)67.9%
Infinite0
Infinite (%)0.0%
Mean0.2306605919003115
Minimum0.0
Maximum1.0
Zeros19
Zeros (%)0.9%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0417
Q10.0833
median0.2083
Q30.375
95-th percentile0.52045
Maximum1
Range1
Interquartile range (IQR)0.2917

Descriptive statistics

Standard deviation0.1684955128
Coefficient of variation (CV)0.7304911143
Kurtosis1.239255377
Mean0.2306605919
Median Absolute Deviation (MAD)0.131067148
Skewness0.996906796
Sum148.0841
Variance0.02839073784
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.2083 193 9.7%
 
0.0417 119 5.9%
 
0.375 115 5.8%
 
0.0833 38 1.9%
 
0.125 32 1.6%
 
0.4167 30 1.5%
 
0.1667 21 1.1%
 
0 19 0.9%
 
0.5 10 0.5%
 
0.6667 9 0.4%
 
Other values (34) 56 2.8%
 
(Missing) 1358 67.9%
 
ValueCountFrequency (%) 
0 19 0.9%
 
0.0417 119 5.9%
 
0.0833 38 1.9%
 
0.0971 1 0.1%
 
0.125 32 1.6%
 
ValueCountFrequency (%) 
1 1 0.1%
 
0.9167 1 0.1%
 
0.7917 1 0.1%
 
0.75 3 0.1%
 
0.7083 8 0.4%
 

FLOORSMIN_MEDI
Real number (ℝ≥0)

MISSING
HIGH CORRELATION
Distinct count28
Unique (%)1.4%
Missing1358
Missing (%)67.9%
Infinite0
Infinite (%)0.0%
Mean0.23007149532710278
Minimum0.0
Maximum1.0
Zeros19
Zeros (%)0.9%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0417
Q10.0833
median0.2083
Q30.375
95-th percentile0.5
Maximum1
Range1
Interquartile range (IQR)0.2917

Descriptive statistics

Standard deviation0.1685680924
Coefficient of variation (CV)0.7326769973
Kurtosis1.422384407
Mean0.2300714953
Median Absolute Deviation (MAD)0.1303960855
Skewness1.028697614
Sum147.7059
Variance0.02841520176
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.2083 204 10.2%
 
0.0417 120 6.0%
 
0.375 117 5.9%
 
0.0833 38 1.9%
 
0.125 32 1.6%
 
0.4167 30 1.5%
 
0.1667 21 1.1%
 
0 19 0.9%
 
0.5 12 0.6%
 
0.6667 11 0.5%
 
Other values (17) 38 1.9%
 
(Missing) 1358 67.9%
 
ValueCountFrequency (%) 
0 19 0.9%
 
0.0417 120 6.0%
 
0.0833 38 1.9%
 
0.125 32 1.6%
 
0.1458 1 0.1%
 
ValueCountFrequency (%) 
1 2 0.1%
 
0.7917 1 0.1%
 
0.75 1 0.1%
 
0.7083 9 0.4%
 
0.6667 11 0.5%
 

FLOORSMIN_MODE
Real number (ℝ≥0)

MISSING
HIGH CORRELATION
Distinct count19
Unique (%)0.9%
Missing1358
Missing (%)67.9%
Infinite0
Infinite (%)0.0%
Mean0.22702149532710283
Minimum0.0
Maximum1.0
Zeros19
Zeros (%)0.9%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0417
Q10.0833
median0.2083
Q30.375
95-th percentile0.5
Maximum1
Range1
Interquartile range (IQR)0.2917

Descriptive statistics

Standard deviation0.1684960202
Coefficient of variation (CV)0.7422029354
Kurtosis1.463038546
Mean0.2270214953
Median Absolute Deviation (MAD)0.1293965092
Skewness1.048766446
Sum145.7478
Variance0.02839090884
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.2083 204 10.2%
 
0.0417 126 6.3%
 
0.375 118 5.9%
 
0.0833 39 1.9%
 
0.125 30 1.5%
 
0.4167 30 1.5%
 
0.1667 23 1.1%
 
0 19 0.9%
 
0.5 12 0.6%
 
0.6667 11 0.5%
 
Other values (8) 30 1.5%
 
(Missing) 1358 67.9%
 
ValueCountFrequency (%) 
0 19 0.9%
 
0.0417 126 6.3%
 
0.0833 39 1.9%
 
0.125 30 1.5%
 
0.1667 23 1.1%
 
ValueCountFrequency (%) 
1 2 0.1%
 
0.7917 1 0.1%
 
0.7083 10 0.5%
 
0.6667 11 0.5%
 
0.625 2 0.1%
 

FONDKAPREMONT_MODE
Categorical

MISSING
Distinct count5
Unique (%)0.2%
Missing1380
Missing (%)69.0%
Memory size15.8 KiB
reg oper account
454
reg oper spec account
 
78
not specified
 
45
org spec account
 
43
ValueCountFrequency (%) 
reg oper account 454 22.7%
 
reg oper spec account 78 3.9%
 
not specified 45 2.2%
 
org spec account 43 2.1%
 
(Missing) 1380 69.0%
 

Composition

Contains charsTrue
Contains digitsFalse
Contains whitespaceTrue
Contains non-wordsTrue

Length

Max length21
Mean length7.1575
Min length3
Scatter

HOUR_APPR_PROCESS_START
Real number (ℝ≥0)

Distinct count19
Unique (%)0.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean12.1225
Minimum3
Maximum21
Zeros0
Zeros (%)0.0%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum3
5-th percentile7
Q110
median12
Q314
95-th percentile18
Maximum21
Range18
Interquartile range (IQR)4

Descriptive statistics

Standard deviation3.203377056
Coefficient of variation (CV)0.2642505305
Kurtosis-0.4303476881
Mean12.1225
Median Absolute Deviation (MAD)2.609425
Skewness0.05893508009
Sum24245
Variance10.26162456
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 3. 5.5 6.5 8.5 9.5 ... 15.5 17.5 18.5 19.5 21. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
11 256 12.8%
 
10 245 12.2%
 
12 220 11.0%
 
13 203 10.2%
 
14 177 8.8%
 
9 171 8.6%
 
15 156 7.8%
 
16 124 6.2%
 
17 109 5.5%
 
8 96 4.8%
 
Other values (9) 243 12.2%
 
ValueCountFrequency (%) 
3 3 0.1%
 
4 9 0.4%
 
5 19 0.9%
 
6 41 2.1%
 
7 70 3.5%
 
ValueCountFrequency (%) 
21 1 0.1%
 
20 9 0.4%
 
19 23 1.1%
 
18 68 3.4%
 
17 109 5.5%
 

HOUSETYPE_MODE
Categorical

MISSING
Distinct count4
Unique (%)0.2%
Missing1007
Missing (%)50.4%
Memory size15.8 KiB
block of flats
975
specific housing
 
10
terraced house
 
8
ValueCountFrequency (%) 
block of flats 975 48.8%
 
specific housing 10 0.5%
 
terraced house 8 0.4%
 
(Missing) 1007 50.3%
 

Composition

Contains charsTrue
Contains digitsFalse
Contains whitespaceTrue
Contains non-wordsTrue

Length

Max length16
Mean length8.4715
Min length3
Scatter

LANDAREA_AVG
Real number (ℝ≥0)

MISSING
ZEROS
HIGH CORRELATION
Distinct count569
Unique (%)28.4%
Missing1188
Missing (%)59.4%
Infinite0
Infinite (%)0.0%
Mean0.06932253694581281
Minimum0.0
Maximum0.8004
Zeros99
Zeros (%)5.0%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10.017375
median0.0497
Q30.08855
95-th percentile0.20718
Maximum0.8004
Range0.8004
Interquartile range (IQR)0.071175

Descriptive statistics

Standard deviation0.08388490572
Coefficient of variation (CV)1.210066876
Kurtosis18.66795485
Mean0.06932253695
Median Absolute Deviation (MAD)0.05286926612
Skewness3.464245591
Sum56.2899
Variance0.007036677408
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 99 5.0%
 
0.0152 3 0.1%
 
0.0166 3 0.1%
 
0.0477 3 0.1%
 
0.0109 3 0.1%
 
0.0834 3 0.1%
 
0.0306 3 0.1%
 
0.0769 3 0.1%
 
0.0153 3 0.1%
 
0.0374 3 0.1%
 
Other values (558) 686 34.3%
 
(Missing) 1188 59.4%
 
ValueCountFrequency (%) 
0 99 5.0%
 
0.001 1 0.1%
 
0.0012 1 0.1%
 
0.0016 1 0.1%
 
0.0021 1 0.1%
 
ValueCountFrequency (%) 
0.8004 1 0.1%
 
0.7533 1 0.1%
 
0.5641 1 0.1%
 
0.5531 1 0.1%
 
0.548 1 0.1%
 

LANDAREA_MEDI
Real number (ℝ≥0)

MISSING
ZEROS
HIGH CORRELATION
Distinct count568
Unique (%)28.4%
Missing1188
Missing (%)59.4%
Infinite0
Infinite (%)0.0%
Mean0.07046169950738916
Minimum0.0
Maximum0.8144
Zeros104
Zeros (%)5.2%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10.017675
median0.04975
Q30.090225
95-th percentile0.21078
Maximum0.8144
Range0.8144
Interquartile range (IQR)0.07255

Descriptive statistics

Standard deviation0.08596883844
Coefficient of variation (CV)1.22007898
Kurtosis18.33564873
Mean0.07046169951
Median Absolute Deviation (MAD)0.05424871266
Skewness3.447071596
Sum57.2149
Variance0.007390641182
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 104 5.2%
 
0.0311 4 0.2%
 
0.0725 3 0.1%
 
0.0287 3 0.1%
 
0.0154 3 0.1%
 
0.0098 3 0.1%
 
0.0375 3 0.1%
 
0.0659 3 0.1%
 
0.0295 3 0.1%
 
0.0733 3 0.1%
 
Other values (557) 680 34.0%
 
(Missing) 1188 59.4%
 
ValueCountFrequency (%) 
0 104 5.2%
 
0.0012 1 0.1%
 
0.0016 1 0.1%
 
0.0022 1 0.1%
 
0.0024 1 0.1%
 
ValueCountFrequency (%) 
0.8144 1 0.1%
 
0.7664 1 0.1%
 
0.5739 1 0.1%
 
0.5628 1 0.1%
 
0.5576 1 0.1%
 

LANDAREA_MODE
Real number (ℝ≥0)

MISSING
ZEROS
HIGH CORRELATION
Distinct count559
Unique (%)28.0%
Missing1188
Missing (%)59.4%
Infinite0
Infinite (%)0.0%
Mean0.06829667487684729
Minimum0.0
Maximum0.8187
Zeros118
Zeros (%)5.9%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10.01495
median0.04745
Q30.088175
95-th percentile0.21036
Maximum0.8187
Range0.8187
Interquartile range (IQR)0.073225

Descriptive statistics

Standard deviation0.08596922801
Coefficient of variation (CV)1.258761545
Kurtosis18.99210759
Mean0.06829667488
Median Absolute Deviation (MAD)0.05417946049
Skewness3.511994092
Sum55.4569
Variance0.007390708164
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 118 5.9%
 
0.0111 5 0.2%
 
0.0289 4 0.2%
 
0.0145 4 0.2%
 
0.0475 4 0.2%
 
0.0331 4 0.2%
 
0.0323 3 0.1%
 
0.0155 3 0.1%
 
0.0081 3 0.1%
 
0.0161 3 0.1%
 
Other values (548) 661 33.1%
 
(Missing) 1188 59.4%
 
ValueCountFrequency (%) 
0 118 5.9%
 
0.0013 1 0.1%
 
0.0016 1 0.1%
 
0.0022 1 0.1%
 
0.0024 1 0.1%
 
ValueCountFrequency (%) 
0.8187 1 0.1%
 
0.7705 1 0.1%
 
0.577 1 0.1%
 
0.5658 1 0.1%
 
0.5605 1 0.1%
 
Distinct count2
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size15.8 KiB
0
1657
1
343
ValueCountFrequency (%) 
0 1657 82.8%
 
1 343 17.2%
 
Distinct count2
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size15.8 KiB
0
1921
1
 
79
ValueCountFrequency (%) 
0 1921 96.0%
 
1 79 4.0%
 

LIVINGAPARTMENTS_AVG
Real number (ℝ≥0)

MISSING
HIGH CORRELATION
Distinct count274
Unique (%)13.7%
Missing1370
Missing (%)68.5%
Infinite0
Infinite (%)0.0%
Mean0.10334238095238095
Minimum0.0
Maximum0.6438
Zeros1
Zeros (%)0.1%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.01318
Q10.048125
median0.0756
Q30.121
95-th percentile0.30644
Maximum0.6438
Range0.6438
Interquartile range (IQR)0.072875

Descriptive statistics

Standard deviation0.09653688816
Coefficient of variation (CV)0.9341461584
Kurtosis7.817559061
Mean0.103342381
Median Absolute Deviation (MAD)0.06514987906
Skewness2.449517076
Sum65.1057
Variance0.009319370777
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.0504 26 1.3%
 
0.0672 24 1.2%
 
0.0756 21 1.1%
 
0.0588 16 0.8%
 
0.0134 15 0.8%
 
0.0067 11 0.5%
 
0.1 11 0.5%
 
0.121 11 0.5%
 
0.0336 11 0.5%
 
0.0841 10 0.5%
 
Other values (263) 474 23.7%
 
(Missing) 1370 68.5%
 
ValueCountFrequency (%) 
0 1 0.1%
 
0.0017 1 0.1%
 
0.0025 1 0.1%
 
0.0034 1 0.1%
 
0.0042 1 0.1%
 
ValueCountFrequency (%) 
0.6438 1 0.1%
 
0.6262 1 0.1%
 
0.6195 1 0.1%
 
0.5707 1 0.1%
 
0.5699 1 0.1%
 

LIVINGAPARTMENTS_MEDI
Real number (ℝ≥0)

MISSING
HIGH CORRELATION
Distinct count249
Unique (%)12.4%
Missing1370
Missing (%)68.5%
Infinite0
Infinite (%)0.0%
Mean0.10464000000000001
Minimum0.0
Maximum0.655
Zeros1
Zeros (%)0.1%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.01348
Q10.0481
median0.077
Q30.1223
95-th percentile0.31174
Maximum0.655
Range0.655
Interquartile range (IQR)0.0742

Descriptive statistics

Standard deviation0.09865710826
Coefficient of variation (CV)0.9428240469
Kurtosis7.936605845
Mean0.10464
Median Absolute Deviation (MAD)0.06618311111
Skewness2.485356639
Sum65.9232
Variance0.009733225011
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.0513 28 1.4%
 
0.0684 26 1.3%
 
0.077 24 1.2%
 
0.0599 16 0.8%
 
0.0137 14 0.7%
 
0.0342 12 0.6%
 
0.1231 11 0.5%
 
0.0068 11 0.5%
 
0.1018 11 0.5%
 
0.0855 10 0.5%
 
Other values (238) 467 23.4%
 
(Missing) 1370 68.5%
 
ValueCountFrequency (%) 
0 1 0.1%
 
0.0017 1 0.1%
 
0.0026 1 0.1%
 
0.0034 1 0.1%
 
0.0043 1 0.1%
 
ValueCountFrequency (%) 
0.655 1 0.1%
 
0.637 1 0.1%
 
0.6302 1 0.1%
 
0.5806 1 0.1%
 
0.5797 1 0.1%
 

LIVINGAPARTMENTS_MODE
Real number (ℝ≥0)

MISSING
HIGH CORRELATION
Distinct count233
Unique (%)11.7%
Missing1370
Missing (%)68.5%
Infinite0
Infinite (%)0.0%
Mean0.10868095238095239
Minimum0.0
Maximum0.7034
Zeros1
Zeros (%)0.1%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.01235
Q10.0496
median0.07855
Q30.131075
95-th percentile0.33223
Maximum0.7034
Range0.7034
Interquartile range (IQR)0.081475

Descriptive statistics

Standard deviation0.1044744489
Coefficient of variation (CV)0.9612949339
Kurtosis8.055010727
Mean0.1086809524
Median Absolute Deviation (MAD)0.06993936508
Skewness2.504196089
Sum68.469
Variance0.01091491048
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.0551 31 1.6%
 
0.0735 27 1.4%
 
0.0826 21 1.1%
 
0.0643 18 0.9%
 
0.0367 15 0.8%
 
0.0147 14 0.7%
 
0.022 12 0.6%
 
0.0073 12 0.6%
 
0.1322 11 0.5%
 
0.1093 11 0.5%
 
Other values (222) 458 22.9%
 
(Missing) 1370 68.5%
 
ValueCountFrequency (%) 
0 1 0.1%
 
0.0018 2 0.1%
 
0.0028 1 0.1%
 
0.0037 1 0.1%
 
0.0046 1 0.1%
 
ValueCountFrequency (%) 
0.7034 1 0.1%
 
0.6841 1 0.1%
 
0.6768 1 0.1%
 
0.6226 1 0.1%
 
0.6152 1 0.1%
 

LIVINGAREA_AVG
Real number (ℝ≥0)

MISSING
HIGH CORRELATION
Distinct count802
Unique (%)40.1%
Missing1012
Missing (%)50.6%
Infinite0
Infinite (%)0.0%
Mean0.1144497975708502
Minimum0.0012
Maximum0.9756
Zeros0
Zeros (%)0.0%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0.0012
5-th percentile0.0103
Q10.046025
median0.082
Q30.142575
95-th percentile0.33854
Maximum0.9756
Range0.9744
Interquartile range (IQR)0.09655

Descriptive statistics

Standard deviation0.1167607756
Coefficient of variation (CV)1.020192067
Kurtosis11.15793067
Mean0.1144497976
Median Absolute Deviation (MAD)0.07795337081
Skewness2.776726179
Sum113.0764
Variance0.01363307871
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.0126 5 0.2%
 
0.0149 4 0.2%
 
0.0518 4 0.2%
 
0.0103 4 0.2%
 
0.0667 4 0.2%
 
0.1501 4 0.2%
 
0.0358 3 0.1%
 
0.0359 3 0.1%
 
0.0081 3 0.1%
 
0.0732 3 0.1%
 
Other values (791) 951 47.5%
 
(Missing) 1012 50.6%
 
ValueCountFrequency (%) 
0.0012 1 0.1%
 
0.0018 1 0.1%
 
0.002 2 0.1%
 
0.0022 1 0.1%
 
0.0024 1 0.1%
 
ValueCountFrequency (%) 
0.9756 1 0.1%
 
0.8573 1 0.1%
 
0.8045 1 0.1%
 
0.7792 1 0.1%
 
0.7688 1 0.1%
 

LIVINGAREA_MEDI
Real number (ℝ≥0)

MISSING
HIGH CORRELATION
Distinct count787
Unique (%)39.4%
Missing1012
Missing (%)50.6%
Infinite0
Infinite (%)0.0%
Mean0.11589595141700404
Minimum0.0013
Maximum0.9931
Zeros0
Zeros (%)0.0%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0.0013
5-th percentile0.0104
Q10.047125
median0.08205
Q30.1445
95-th percentile0.33735
Maximum0.9931
Range0.9918
Interquartile range (IQR)0.097375

Descriptive statistics

Standard deviation0.1187832423
Coefficient of variation (CV)1.024912784
Kurtosis11.23457551
Mean0.1158959514
Median Absolute Deviation (MAD)0.07924311659
Skewness2.78897776
Sum114.5052
Variance0.01410945865
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.1528 4 0.2%
 
0.0082 4 0.2%
 
0.0679 4 0.2%
 
0.0104 4 0.2%
 
0.061 4 0.2%
 
0.0095 4 0.2%
 
0.0152 4 0.2%
 
0.0128 4 0.2%
 
0.0715 3 0.1%
 
0.0323 3 0.1%
 
Other values (776) 950 47.5%
 
(Missing) 1012 50.6%
 
ValueCountFrequency (%) 
0.0013 1 0.1%
 
0.0018 1 0.1%
 
0.002 2 0.1%
 
0.0022 1 0.1%
 
0.0024 1 0.1%
 
ValueCountFrequency (%) 
0.9931 1 0.1%
 
0.8727 1 0.1%
 
0.8189 1 0.1%
 
0.7932 1 0.1%
 
0.7827 1 0.1%
 

LIVINGAREA_MODE
Real number (ℝ≥0)

MISSING
HIGH CORRELATION
Distinct count786
Unique (%)39.3%
Missing1012
Missing (%)50.6%
Infinite0
Infinite (%)0.0%
Mean0.11271174089068826
Minimum0.0013
Maximum1.0
Zeros0
Zeros (%)0.0%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0.0013
5-th percentile0.00994
Q10.042575
median0.0761
Q30.139925
95-th percentile0.33585
Maximum1
Range0.9987
Interquartile range (IQR)0.09735

Descriptive statistics

Standard deviation0.1185989499
Coefficient of variation (CV)1.052232438
Kurtosis11.73259566
Mean0.1127117409
Median Absolute Deviation (MAD)0.07876915127
Skewness2.85607132
Sum111.3592
Variance0.01406571093
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.0107 5 0.2%
 
0.0131 4 0.2%
 
0.0731 4 0.2%
 
0.0523 4 0.2%
 
0.1564 4 0.2%
 
0.0535 4 0.2%
 
0.0156 4 0.2%
 
0.0971 3 0.1%
 
0.0038 3 0.1%
 
0.0562 3 0.1%
 
Other values (775) 950 47.5%
 
(Missing) 1012 50.6%
 
ValueCountFrequency (%) 
0.0013 1 0.1%
 
0.0018 1 0.1%
 
0.0021 2 0.1%
 
0.0023 1 0.1%
 
0.0024 1 0.1%
 
ValueCountFrequency (%) 
1 1 0.1%
 
0.8932 1 0.1%
 
0.8367 1 0.1%
 
0.801 1 0.1%
 
0.7722 1 0.1%
 
Distinct count2
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size15.8 KiB
Cash loans
1821
Revolving loans
 
179
ValueCountFrequency (%) 
Cash loans 1821 91.0%
 
Revolving loans 179 8.9%
 

Composition

Contains charsTrue
Contains digitsFalse
Contains whitespaceTrue
Contains non-wordsTrue

Length

Max length15
Mean length10.4475
Min length10
Scatter
Distinct count5
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size15.8 KiB
Secondary / secondary special
1424
Higher education
481
Incomplete higher
 
68
Lower secondary
 
24
Academic degree
 
3
ValueCountFrequency (%) 
Secondary / secondary special 1424 71.2%
 
Higher education 481 24.1%
 
Incomplete higher 68 3.4%
 
Lower secondary 24 1.2%
 
Academic degree 3 0.1%
 

Composition

Contains charsTrue
Contains digitsFalse
Contains whitespaceTrue
Contains non-wordsTrue

Length

Max length29
Mean length25.2765
Min length15
Scatter
Distinct count5
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size15.8 KiB
Married
1275
Single / not married
297
Civil marriage
 
179
Separated
 
136
Widow
 
113
ValueCountFrequency (%) 
Married 1275 63.7%
 
Single / not married 297 14.8%
 
Civil marriage 179 8.9%
 
Separated 136 6.8%
 
Widow 113 5.7%
 

Composition

Contains charsTrue
Contains digitsFalse
Contains whitespaceTrue
Contains non-wordsTrue

Length

Max length20
Mean length9.58
Min length5
Scatter
Distinct count6
Unique (%)0.3%
Missing0
Missing (%)0.0%
Memory size15.8 KiB
House / apartment
1789
Municipal apartment
 
78
With parents
 
77
Rented apartment
 
36
Office apartment
 
14
ValueCountFrequency (%) 
House / apartment 1789 89.5%
 
Municipal apartment 78 3.9%
 
With parents 77 3.9%
 
Rented apartment 36 1.8%
 
Office apartment 14 0.7%
 
Co-op apartment 6 0.3%
 

Composition

Contains charsTrue
Contains digitsFalse
Contains whitespaceTrue
Contains non-wordsTrue

Length

Max length19
Mean length16.8545
Min length12
Scatter

NAME_INCOME_TYPE
Categorical

Distinct count4
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size15.8 KiB
Working
1037
Commercial associate
438
Pensioner
388
State servant
 
137
ValueCountFrequency (%) 
Working 1037 51.8%
 
Commercial associate 438 21.9%
 
Pensioner 388 19.4%
 
State servant 137 6.9%
 

Composition

Contains charsTrue
Contains digitsFalse
Contains whitespaceTrue
Contains non-wordsTrue

Length

Max length20
Mean length10.646
Min length7
Scatter

NAME_TYPE_SUITE
Categorical

Distinct count8
Unique (%)0.4%
Missing13
Missing (%)0.6%
Memory size15.8 KiB
Unaccompanied
1607
Family
 
263
Spouse, partner
 
79
Children
 
22
Other_B
 
10
Other values (2)
 
6
ValueCountFrequency (%) 
Unaccompanied 1607 80.3%
 
Family 263 13.2%
 
Spouse, partner 79 4.0%
 
Children 22 1.1%
 
Other_B 10 0.5%
 
Other_A 4 0.2%
 
Group of people 2 0.1%
 
(Missing) 13 0.7%
 

Composition

Contains charsTrue
Contains digitsFalse
Contains whitespaceTrue
Contains non-wordsTrue

Length

Max length15
Mean length11.9985
Min length3
Scatter

NONLIVINGAPARTMENTS_AVG
Real number (ℝ≥0)

MISSING
ZEROS
HIGH CORRELATION
Distinct count45
Unique (%)2.2%
Missing1387
Missing (%)69.3%
Infinite0
Infinite (%)0.0%
Mean0.008606688417618271
Minimum0.0
Maximum0.695
Zeros356
Zeros (%)17.8%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30.0039
95-th percentile0.0347
Maximum0.695
Range0.695
Interquartile range (IQR)0.0039

Descriptive statistics

Standard deviation0.03953749942
Coefficient of variation (CV)4.593810941
Kurtosis187.4155364
Mean0.008606688418
Median Absolute Deviation (MAD)0.01190148256
Skewness12.53232352
Sum5.2759
Variance0.00156321386
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 356 17.8%
 
0.0039 94 4.7%
 
0.0077 40 2.0%
 
0.0116 25 1.2%
 
0.0154 16 0.8%
 
0.0193 10 0.5%
 
0.0232 9 0.4%
 
0.0347 8 0.4%
 
0.0019 6 0.3%
 
0.027 5 0.2%
 
Other values (34) 44 2.2%
 
(Missing) 1387 69.3%
 
ValueCountFrequency (%) 
0 356 17.8%
 
0.0008 2 0.1%
 
0.0013 1 0.1%
 
0.0015 1 0.1%
 
0.0019 6 0.3%
 
ValueCountFrequency (%) 
0.695 1 0.1%
 
0.4788 1 0.1%
 
0.3089 1 0.1%
 
0.2201 1 0.1%
 
0.166 1 0.1%
 

NONLIVINGAPARTMENTS_MEDI
Real number (ℝ≥0)

MISSING
ZEROS
HIGH CORRELATION
Distinct count33
Unique (%)1.7%
Missing1387
Missing (%)69.3%
Infinite0
Infinite (%)0.0%
Mean0.008367210440456772
Minimum0.0
Maximum0.6987
Zeros365
Zeros (%)18.2%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30.0039
95-th percentile0.0311
Maximum0.6987
Range0.6987
Interquartile range (IQR)0.0039

Descriptive statistics

Standard deviation0.03961204203
Coefficient of variation (CV)4.734199327
Kurtosis190.4162586
Mean0.00836721044
Median Absolute Deviation (MAD)0.01161896165
Skewness12.67487106
Sum5.1291
Variance0.001569113874
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 365 18.2%
 
0.0039 93 4.7%
 
0.0078 41 2.1%
 
0.0116 25 1.2%
 
0.0155 17 0.9%
 
0.0194 10 0.5%
 
0.0233 9 0.4%
 
0.0019 9 0.4%
 
0.0349 8 0.4%
 
0.0272 6 0.3%
 
Other values (22) 30 1.5%
 
(Missing) 1387 69.3%
 
ValueCountFrequency (%) 
0 365 18.2%
 
0.0019 9 0.4%
 
0.0039 93 4.7%
 
0.0058 4 0.2%
 
0.0078 41 2.1%
 
ValueCountFrequency (%) 
0.6987 1 0.1%
 
0.4814 1 0.1%
 
0.3106 1 0.1%
 
0.2213 1 0.1%
 
0.1669 1 0.1%
 

NONLIVINGAPARTMENTS_MODE
Real number (ℝ≥0)

MISSING
ZEROS
HIGH CORRELATION
Distinct count28
Unique (%)1.4%
Missing1387
Missing (%)69.3%
Infinite0
Infinite (%)0.0%
Mean0.007938336052202283
Minimum0.0
Maximum0.7004
Zeros387
Zeros (%)19.4%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30.0039
95-th percentile0.02876
Maximum0.7004
Range0.7004
Interquartile range (IQR)0.0039

Descriptive statistics

Standard deviation0.03839969808
Coefficient of variation (CV)4.837247733
Kurtosis200.6335225
Mean0.007938336052
Median Absolute Deviation (MAD)0.01126621994
Skewness12.87181872
Sum4.8662
Variance0.001474536812
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 387 19.4%
 
0.0039 93 4.7%
 
0.0078 39 1.9%
 
0.0117 24 1.2%
 
0.0156 15 0.8%
 
0.0195 10 0.5%
 
0.0233 9 0.4%
 
0.035 8 0.4%
 
0.0272 5 0.2%
 
0.0506 3 0.1%
 
Other values (17) 20 1.0%
 
(Missing) 1387 69.3%
 
ValueCountFrequency (%) 
0 387 19.4%
 
0.0039 93 4.7%
 
0.0078 39 1.9%
 
0.0117 24 1.2%
 
0.0156 15 0.8%
 
ValueCountFrequency (%) 
0.7004 1 0.1%
 
0.4125 1 0.1%
 
0.3113 1 0.1%
 
0.2218 1 0.1%
 
0.1673 1 0.1%
 

NONLIVINGAREA_AVG
Real number (ℝ≥0)

MISSING
ZEROS
HIGH CORRELATION
Distinct count390
Unique (%)19.5%
Missing1101
Missing (%)55.0%
Infinite0
Infinite (%)0.0%
Mean0.028518576195773082
Minimum0.0
Maximum1.0
Zeros369
Zeros (%)18.4%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0.0041
Q30.02745
95-th percentile0.12889
Maximum1
Range1
Interquartile range (IQR)0.02745

Descriptive statistics

Standard deviation0.06555729366
Coefficient of variation (CV)2.298757596
Kurtosis65.60066725
Mean0.0285185762
Median Absolute Deviation (MAD)0.03594473306
Skewness6.266839154
Sum25.6382
Variance0.004297758753
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 369 18.4%
 
0.0011 6 0.3%
 
0.0039 6 0.3%
 
0.0042 5 0.2%
 
0.009 4 0.2%
 
0.0065 4 0.2%
 
0.0029 4 0.2%
 
0.001 4 0.2%
 
0.003 4 0.2%
 
0.0141 4 0.2%
 
Other values (379) 489 24.4%
 
(Missing) 1101 55.0%
 
ValueCountFrequency (%) 
0 369 18.4%
 
0.0004 1 0.1%
 
0.0005 1 0.1%
 
0.0006 2 0.1%
 
0.0007 1 0.1%
 
ValueCountFrequency (%) 
1 1 0.1%
 
0.5506 1 0.1%
 
0.508 1 0.1%
 
0.4335 1 0.1%
 
0.3646 1 0.1%
 

NONLIVINGAREA_MEDI
Real number (ℝ≥0)

MISSING
ZEROS
HIGH CORRELATION
Distinct count374
Unique (%)18.7%
Missing1101
Missing (%)55.0%
Infinite0
Infinite (%)0.0%
Mean0.028565406006674083
Minimum0.0
Maximum1.0
Zeros381
Zeros (%)19.1%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0.0035
Q30.02705
95-th percentile0.13114
Maximum1
Range1
Interquartile range (IQR)0.02705

Descriptive statistics

Standard deviation0.06661735625
Coefficient of variation (CV)2.332099051
Kurtosis62.60758
Mean0.02856540601
Median Absolute Deviation (MAD)0.0364818925
Skewness6.152868394
Sum25.6803
Variance0.004437872154
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 381 19.1%
 
0.0011 6 0.3%
 
0.0043 6 0.3%
 
0.0025 5 0.2%
 
0.001 4 0.2%
 
0.0031 4 0.2%
 
0.003 4 0.2%
 
0.0029 4 0.2%
 
0.0042 4 0.2%
 
0.0092 4 0.2%
 
Other values (363) 477 23.8%
 
(Missing) 1101 55.0%
 
ValueCountFrequency (%) 
0 381 19.1%
 
0.0004 1 0.1%
 
0.0005 1 0.1%
 
0.0007 1 0.1%
 
0.0008 2 0.1%
 
ValueCountFrequency (%) 
1 1 0.1%
 
0.5622 1 0.1%
 
0.5187 1 0.1%
 
0.4425 1 0.1%
 
0.3722 1 0.1%
 

NONLIVINGAREA_MODE
Real number (ℝ≥0)

MISSING
ZEROS
HIGH CORRELATION
Distinct count350
Unique (%)17.5%
Missing1101
Missing (%)55.0%
Infinite0
Infinite (%)0.0%
Mean0.027284649610678533
Minimum0.0
Maximum1.0
Zeros421
Zeros (%)21.1%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0.0022
Q30.02355
95-th percentile0.13059
Maximum1
Range1
Interquartile range (IQR)0.02355

Descriptive statistics

Standard deviation0.06771654327
Coefficient of variation (CV)2.481854971
Kurtosis61.1882641
Mean0.02728464961
Median Absolute Deviation (MAD)0.03601285324
Skewness6.195949856
Sum24.5289
Variance0.004585530232
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 421 21.1%
 
0.0045 6 0.3%
 
0.0011 5 0.2%
 
0.006 5 0.2%
 
0.0044 5 0.2%
 
0.0069 4 0.2%
 
0.0042 4 0.2%
 
0.0023 4 0.2%
 
0.0036 4 0.2%
 
0.003 4 0.2%
 
Other values (339) 437 21.9%
 
(Missing) 1101 55.0%
 
ValueCountFrequency (%) 
0 421 21.1%
 
0.0002 1 0.1%
 
0.0003 1 0.1%
 
0.0007 1 0.1%
 
0.0008 2 0.1%
 
ValueCountFrequency (%) 
1 1 0.1%
 
0.5829 1 0.1%
 
0.5378 1 0.1%
 
0.4589 1 0.1%
 
0.3859 1 0.1%
 

OBS_30_CNT_SOCIAL_CIRCLE
Real number (ℝ≥0)

ZEROS
HIGH CORRELATION
Distinct count20
Unique (%)1.0%
Missing6
Missing (%)0.3%
Infinite0
Infinite (%)0.0%
Mean1.4719157472417252
Minimum0.0
Maximum20.0
Zeros1059
Zeros (%)52.9%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q32
95-th percentile7
Maximum20
Range20
Interquartile range (IQR)2

Descriptive statistics

Standard deviation2.407436139
Coefficient of variation (CV)1.635580123
Kurtosis7.824212418
Mean1.471915747
Median Absolute Deviation (MAD)1.710183208
Skewness2.474790405
Sum2935
Variance5.795748762
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 1059 52.9%
 
1 310 15.5%
 
2 211 10.5%
 
3 121 6.0%
 
4 93 4.7%
 
5 61 3.0%
 
6 36 1.8%
 
7 31 1.6%
 
9 19 0.9%
 
8 18 0.9%
 
Other values (9) 35 1.8%
 
ValueCountFrequency (%) 
0 1059 52.9%
 
1 310 15.5%
 
2 211 10.5%
 
3 121 6.0%
 
4 93 4.7%
 
ValueCountFrequency (%) 
20 1 0.1%
 
17 1 0.1%
 
16 1 0.1%
 
15 2 0.1%
 
14 2 0.1%
 

OBS_60_CNT_SOCIAL_CIRCLE
Real number (ℝ≥0)

ZEROS
HIGH CORRELATION
Distinct count20
Unique (%)1.0%
Missing6
Missing (%)0.3%
Infinite0
Infinite (%)0.0%
Mean1.4518555667001003
Minimum0.0
Maximum20.0
Zeros1065
Zeros (%)53.2%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q32
95-th percentile7
Maximum20
Range20
Interquartile range (IQR)2

Descriptive statistics

Standard deviation2.38176276
Coefficient of variation (CV)1.640495663
Kurtosis7.986050288
Mean1.451855567
Median Absolute Deviation (MAD)1.690922316
Skewness2.488955444
Sum2895
Variance5.672793846
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 1065 53.2%
 
1 309 15.4%
 
2 212 10.6%
 
3 120 6.0%
 
4 90 4.5%
 
5 63 3.1%
 
7 34 1.7%
 
6 33 1.7%
 
9 19 0.9%
 
8 16 0.8%
 
Other values (9) 33 1.7%
 
ValueCountFrequency (%) 
0 1065 53.2%
 
1 309 15.4%
 
2 212 10.6%
 
3 120 6.0%
 
4 90 4.5%
 
ValueCountFrequency (%) 
20 1 0.1%
 
17 1 0.1%
 
16 1 0.1%
 
15 2 0.1%
 
14 1 0.1%
 

OCCUPATION_TYPE
Categorical

MISSING
Distinct count19
Unique (%)0.9%
Missing635
Missing (%)31.8%
Memory size15.8 KiB
Laborers
360
Sales staff
185
Core staff
167
Managers
127
Drivers
125
Other values (13)
401
ValueCountFrequency (%) 
Laborers 360 18.0%
 
Sales staff 185 9.2%
 
Core staff 167 8.3%
 
Managers 127 6.3%
 
Drivers 125 6.2%
 
High skill tech staff 81 4.0%
 
Accountants 74 3.7%
 
Medicine staff 54 2.7%
 
Cooking staff 45 2.2%
 
Security staff 41 2.1%
 
Other values (8) 106 5.3%
 
(Missing) 635 31.8%
 

Composition

Contains charsTrue
Contains digitsFalse
Contains whitespaceTrue
Contains non-wordsTrue

Length

Max length21
Mean length8.234
Min length3
Scatter

ORGANIZATION_TYPE
Categorical

HIGH CARDINALITY
Distinct count53
Unique (%)2.6%
Missing0
Missing (%)0.0%
Memory size15.8 KiB
Business Entity Type 3
419
XNA
388
Self-employed
233
Other
 
100
Government
 
70
Other values (48)
790
ValueCountFrequency (%) 
Business Entity Type 3 419 20.9%
 
XNA 388 19.4%
 
Self-employed 233 11.7%
 
Other 100 5.0%
 
Government 70 3.5%
 
Medicine 68 3.4%
 
School 67 3.4%
 
Business Entity Type 2 59 2.9%
 
Trade: type 7 50 2.5%
 
Business Entity Type 1 50 2.5%
 
Other values (43) 496 24.8%
 

Composition

Contains charsTrue
Contains digitsTrue
Contains whitespaceTrue
Contains non-wordsTrue

Length

Max length22
Mean length12.32
Min length3
Scatter

OWN_CAR_AGE
Real number (ℝ≥0)

MISSING
Distinct count42
Unique (%)2.1%
Missing1324
Missing (%)66.2%
Infinite0
Infinite (%)0.0%
Mean12.346153846153847
Minimum0.0
Maximum65.0
Zeros15
Zeros (%)0.8%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile1
Q16
median9
Q316
95-th percentile29.25
Maximum65
Range65
Interquartile range (IQR)10

Descriptive statistics

Standard deviation11.82082281
Coefficient of variation (CV)0.9574498224
Kurtosis9.176523715
Mean12.34615385
Median Absolute Deviation (MAD)7.605939918
Skewness2.725009622
Sum8346
Variance139.7318519
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
7 57 2.9%
 
6 44 2.2%
 
8 40 2.0%
 
9 37 1.8%
 
3 37 1.8%
 
10 31 1.6%
 
1 31 1.6%
 
12 29 1.5%
 
17 29 1.5%
 
2 29 1.5%
 
Other values (31) 312 15.6%
 
(Missing) 1324 66.2%
 
ValueCountFrequency (%) 
0 15 0.8%
 
1 31 1.6%
 
2 29 1.5%
 
3 37 1.8%
 
4 26 1.3%
 
ValueCountFrequency (%) 
65 3 0.1%
 
64 18 0.9%
 
46 1 0.1%
 
41 1 0.1%
 
40 1 0.1%
 
Distinct count2
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size15.8 KiB
0
1837
1
 
163
ValueCountFrequency (%) 
0 1837 91.8%
 
1 163 8.2%
 
Distinct count2
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size15.8 KiB
0
1540
1
460
ValueCountFrequency (%) 
0 1540 77.0%
 
1 460 23.0%
 
Distinct count2
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size15.8 KiB
0
1968
1
 
32
ValueCountFrequency (%) 
0 1968 98.4%
 
1 32 1.6%
 
Distinct count2
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size15.8 KiB
0
1900
1
 
100
ValueCountFrequency (%) 
0 1900 95.0%
 
1 100 5.0%
 

REGION_POPULATION_RELATIVE
Real number (ℝ≥0)

Distinct count78
Unique (%)3.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0209283805
Minimum0.001276
Maximum0.072508
Zeros0
Zeros (%)0.0%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0.001276
5-th percentile0.005084
Q10.010032
median0.01885
Q30.026392
95-th percentile0.04622
Maximum0.072508
Range0.071232
Interquartile range (IQR)0.01636

Descriptive statistics

Standard deviation0.0138211968
Coefficient of variation (CV)0.6604045066
Kurtosis3.638912116
Mean0.0209283805
Median Absolute Deviation (MAD)0.01009049506
Skewness1.597422827
Sum41.856761
Variance0.000191025481
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0.001276 0.0049045 0.005114 0.0061075 0.006936 ... 0.025778 0.031042 0.031945 0.041006 0.072508 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.04622 87 4.3%
 
0.026392 85 4.2%
 
0.035792 83 4.2%
 
0.031329 78 3.9%
 
0.030755 76 3.8%
 
0.028663 73 3.6%
 
0.025164 71 3.5%
 
0.019101 69 3.5%
 
0.01885 66 3.3%
 
0.072508 59 2.9%
 
Other values (68) 1253 62.6%
 
ValueCountFrequency (%) 
0.001276 1 0.1%
 
0.001333 1 0.1%
 
0.001417 2 0.1%
 
0.002042 15 0.8%
 
0.002134 4 0.2%
 
ValueCountFrequency (%) 
0.072508 59 2.9%
 
0.04622 87 4.3%
 
0.035792 83 4.2%
 
0.032561 38 1.9%
 
0.031329 78 3.9%
 

REGION_RATING_CLIENT
Categorical

HIGH CORRELATION
Distinct count3
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size15.8 KiB
2
1487
3
302
1
 
211
ValueCountFrequency (%) 
2 1487 74.4%
 
3 302 15.1%
 
1 211 10.5%
 

Composition

Contains charsFalse
Contains digitsTrue
Contains whitespaceFalse
Contains non-wordsFalse

Length

Max length1
Mean length1
Min length1
Scatter

REGION_RATING_CLIENT_W_CITY
Categorical

HIGH CORRELATION
Distinct count3
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size15.8 KiB
2
1507
3
 
270
1
 
223
ValueCountFrequency (%) 
2 1507 75.3%
 
3 270 13.5%
 
1 223 11.2%
 

Composition

Contains charsFalse
Contains digitsTrue
Contains whitespaceFalse
Contains non-wordsFalse

Length

Max length1
Mean length1
Min length1
Scatter

SK_ID_CURR
Real number (ℝ≥0)

UNIQUE
HIGH CORRELATION
Distinct count2000
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean276142.739
Minimum100069
Maximum455900
Zeros0
Zeros (%)0.0%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum100069
5-th percentile119586.95
Q1188200
median275400
Q3364669
95-th percentile436515.7
Maximum455900
Range355831
Interquartile range (IQR)176469

Descriptive statistics

Standard deviation102321.1165
Coefficient of variation (CV)0.3705370522
Kurtosis-1.190608146
Mean276142.739
Median Absolute Deviation (MAD)88540.42443
Skewness0.03217955889
Sum552285478
Variance1.046961088e+10
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[100069. 455900.], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
422605 1 0.1%
 
212331 1 0.1%
 
206158 1 0.1%
 
416370 1 0.1%
 
378196 1 0.1%
 
203670 1 0.1%
 
384347 1 0.1%
 
283996 1 0.1%
 
182184 1 0.1%
 
441695 1 0.1%
 
Other values (1990) 1990 99.5%
 
ValueCountFrequency (%) 
100069 1 0.1%
 
100363 1 0.1%
 
100554 1 0.1%
 
100597 1 0.1%
 
100614 1 0.1%
 
ValueCountFrequency (%) 
455900 1 0.1%
 
455814 1 0.1%
 
455577 1 0.1%
 
455445 1 0.1%
 
455356 1 0.1%
 

TARGET
Boolean

Distinct count2
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size15.8 KiB
0
1839
1
 
161
ValueCountFrequency (%) 
0 1839 92.0%
 
1 161 8.1%
 

TOTALAREA_MODE
Real number (ℝ≥0)

MISSING
HIGH CORRELATION
Distinct count802
Unique (%)40.1%
Missing972
Missing (%)48.6%
Infinite0
Infinite (%)0.0%
Mean0.10478511673151751
Minimum0.0
Maximum1.0
Zeros3
Zeros (%)0.1%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0081
Q10.0409
median0.07145
Q30.13775
95-th percentile0.29729
Maximum1
Range1
Interquartile range (IQR)0.09685

Descriptive statistics

Standard deviation0.104339514
Coefficient of variation (CV)0.9957474615
Kurtosis10.52832423
Mean0.1047851167
Median Absolute Deviation (MAD)0.07288141948
Skewness2.553266908
Sum107.7191
Variance0.01088673418
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.0734 6 0.3%
 
0.0081 4 0.2%
 
0.0593 4 0.2%
 
0.0525 4 0.2%
 
0.056 4 0.2%
 
0.0682 4 0.2%
 
0.0883 4 0.2%
 
0.0448 3 0.1%
 
0.002 3 0.1%
 
0.0069 3 0.1%
 
Other values (791) 989 49.5%
 
(Missing) 972 48.6%
 
ValueCountFrequency (%) 
0 3 0.1%
 
0.0014 1 0.1%
 
0.0016 2 0.1%
 
0.0017 2 0.1%
 
0.0018 1 0.1%
 
ValueCountFrequency (%) 
1 1 0.1%
 
0.7089 1 0.1%
 
0.684 1 0.1%
 
0.6763 1 0.1%
 
0.6454 1 0.1%
 

Unnamed_0
Real number (ℝ≥0)

UNIQUE
HIGH CORRELATION
Distinct count2000
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean151992.9275
Minimum58
Maximum307196
Zeros0
Zeros (%)0.0%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum58
5-th percentile16797.25
Q176054.5
median151315
Q3228503.25
95-th percentile290470.9
Maximum307196
Range307138
Interquartile range (IQR)152448.75

Descriptive statistics

Standard deviation88363.6468
Coefficient of variation (CV)0.5813668324
Kurtosis-1.191558644
Mean151992.9275
Median Absolute Deviation (MAD)76470.17999
Skewness0.03339590274
Sum303985855
Variance7808134076
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[5.80000e+01 3.07196e+05], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
307196 1 0.1%
 
108552 1 0.1%
 
111922 1 0.1%
 
19763 1 0.1%
 
288052 1 0.1%
 
36151 1 0.1%
 
48064 1 0.1%
 
93499 1 0.1%
 
13630 1 0.1%
 
78705 1 0.1%
 
Other values (1990) 1990 99.5%
 
ValueCountFrequency (%) 
58 1 0.1%
 
316 1 0.1%
 
480 1 0.1%
 
518 1 0.1%
 
532 1 0.1%
 
ValueCountFrequency (%) 
307196 1 0.1%
 
307118 1 0.1%
 
306907 1 0.1%
 
306788 1 0.1%
 
306714 1 0.1%
 

WALLSMATERIAL_MODE
Categorical

MISSING
Distinct count8
Unique (%)0.4%
Missing1024
Missing (%)51.2%
Memory size15.8 KiB
Panel
460
Stone, brick
381
Block
 
70
Wooden
 
31
Mixed
 
15
Other values (2)
 
19
ValueCountFrequency (%) 
Panel 460 23.0%
 
Stone, brick 381 19.1%
 
Block 70 3.5%
 
Wooden 31 1.6%
 
Mixed 15 0.8%
 
Monolithic 11 0.5%
 
Others 8 0.4%
 
(Missing) 1024 51.2%
 

Composition

Contains charsTrue
Contains digitsFalse
Contains whitespaceTrue
Contains non-wordsTrue

Length

Max length12
Mean length5.3565
Min length3
Scatter
Distinct count7
Unique (%)0.4%
Missing0
Missing (%)0.0%
Memory size15.8 KiB
MONDAY
349
WEDNESDAY
345
TUESDAY
336
FRIDAY
318
THURSDAY
316
Other values (2)
336
ValueCountFrequency (%) 
MONDAY 349 17.4%
 
WEDNESDAY 345 17.2%
 
TUESDAY 336 16.8%
 
FRIDAY 318 15.9%
 
THURSDAY 316 15.8%
 
SATURDAY 233 11.7%
 
SUNDAY 103 5.1%
 

Composition

Contains charsTrue
Contains digitsFalse
Contains whitespaceFalse
Contains non-wordsFalse

Length

Max length9
Mean length7.2345
Min length6
Scatter

YEARS_BEGINEXPLUATATION_AVG
Real number (ℝ≥0)

MISSING
HIGH CORRELATION
Distinct count85
Unique (%)4.2%
Missing985
Missing (%)49.3%
Infinite0
Infinite (%)0.0%
Mean0.9767462068965517
Minimum0.0
Maximum1.0
Zeros5
Zeros (%)0.2%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.9697
Q10.9771
median0.9821
Q30.9871
95-th percentile0.996
Maximum1
Range1
Interquartile range (IQR)0.01

Descriptive statistics

Standard deviation0.07090988519
Coefficient of variation (CV)0.07259806559
Kurtosis177.7563068
Mean0.9767462069
Median Absolute Deviation (MAD)0.01285580431
Skewness-13.22895246
Sum991.3974
Variance0.005028211817
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.9816 34 1.7%
 
0.9871 31 1.6%
 
0.9866 30 1.5%
 
0.9851 30 1.5%
 
0.9876 29 1.5%
 
0.9786 28 1.4%
 
0.9831 27 1.4%
 
0.9836 26 1.3%
 
0.9776 26 1.3%
 
0.9806 26 1.3%
 
Other values (74) 728 36.4%
 
(Missing) 985 49.2%
 
ValueCountFrequency (%) 
0 5 0.2%
 
0.4903 1 0.1%
 
0.9454 1 0.1%
 
0.9483 1 0.1%
 
0.9518 4 0.2%
 
ValueCountFrequency (%) 
1 1 0.1%
 
0.9995 2 0.1%
 
0.999 10 0.5%
 
0.9985 9 0.4%
 
0.998 9 0.4%
 

YEARS_BEGINEXPLUATATION_MEDI
Real number (ℝ≥0)

MISSING
HIGH CORRELATION
Distinct count84
Unique (%)4.2%
Missing985
Missing (%)49.3%
Infinite0
Infinite (%)0.0%
Mean0.9767405911330048
Minimum0.0
Maximum1.0
Zeros5
Zeros (%)0.2%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.97005
Q10.9771
median0.9821
Q30.9871
95-th percentile0.996
Maximum1
Range1
Interquartile range (IQR)0.01

Descriptive statistics

Standard deviation0.07090930443
Coefficient of variation (CV)0.0725978884
Kurtosis177.758023
Mean0.9767405911
Median Absolute Deviation (MAD)0.01284454619
Skewness-13.22902684
Sum991.3917
Variance0.005028129455
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.9816 33 1.7%
 
0.9871 33 1.7%
 
0.9866 30 1.5%
 
0.9851 30 1.5%
 
0.9786 29 1.5%
 
0.9801 27 1.4%
 
0.9831 27 1.4%
 
0.9796 26 1.3%
 
0.9776 26 1.3%
 
0.9876 26 1.3%
 
Other values (73) 728 36.4%
 
(Missing) 985 49.2%
 
ValueCountFrequency (%) 
0 5 0.2%
 
0.4903 1 0.1%
 
0.9454 1 0.1%
 
0.9483 1 0.1%
 
0.9518 4 0.2%
 
ValueCountFrequency (%) 
1 1 0.1%
 
0.9995 3 0.1%
 
0.999 9 0.4%
 
0.9985 9 0.4%
 
0.998 9 0.4%
 

YEARS_BEGINEXPLUATATION_MODE
Real number (ℝ≥0)

MISSING
HIGH CORRELATION
Distinct count87
Unique (%)4.3%
Missing985
Missing (%)49.3%
Infinite0
Infinite (%)0.0%
Mean0.9760068965517241
Minimum0.0005
Maximum1.0
Zeros0
Zeros (%)0.0%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0.0005
5-th percentile0.9692
Q10.9767
median0.9816
Q30.9871
95-th percentile0.996
Maximum1
Range0.9995
Interquartile range (IQR)0.0104

Descriptive statistics

Standard deviation0.07569160016
Coefficient of variation (CV)0.07755232102
Kurtosis161.2072897
Mean0.9760068966
Median Absolute Deviation (MAD)0.01367907593
Skewness-12.68917772
Sum990.647
Variance0.005729218335
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.9871 33 1.7%
 
0.9816 33 1.7%
 
0.9866 31 1.6%
 
0.9851 30 1.5%
 
0.9786 27 1.4%
 
0.9861 27 1.4%
 
0.9836 27 1.4%
 
0.9777 27 1.4%
 
0.9881 26 1.3%
 
0.9801 26 1.3%
 
Other values (76) 728 36.4%
 
(Missing) 985 49.2%
 
ValueCountFrequency (%) 
0.0005 6 0.3%
 
0.9429 1 0.1%
 
0.9454 1 0.1%
 
0.9484 1 0.1%
 
0.9518 4 0.2%
 
ValueCountFrequency (%) 
1 1 0.1%
 
0.9995 2 0.1%
 
0.999 9 0.4%
 
0.9985 9 0.4%
 
0.998 9 0.4%
 

YEARS_BUILD_AVG
Real number (ℝ≥0)

MISSING
HIGH CORRELATION
Distinct count76
Unique (%)3.8%
Missing1333
Missing (%)66.6%
Infinite0
Infinite (%)0.0%
Mean0.7564845577211394
Minimum0.2248
Maximum1.0
Zeros0
Zeros (%)0.0%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0.2248
5-th percentile0.6056
Q10.694
median0.762
Q30.8232
95-th percentile0.9524
Maximum1
Range0.7752
Interquartile range (IQR)0.1292

Descriptive statistics

Standard deviation0.1050462311
Coefficient of variation (CV)0.1388610383
Kurtosis1.555056757
Mean0.7564845577
Median Absolute Deviation (MAD)0.08100291803
Skewness-0.3742693813
Sum504.5752
Variance0.01103471068
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.8232 24 1.2%
 
0.83 23 1.1%
 
0.7484 23 1.1%
 
0.8164 20 1.0%
 
0.796 19 0.9%
 
0.8096 18 0.9%
 
0.7212 18 0.9%
 
0.7688 18 0.9%
 
0.762 18 0.9%
 
0.694 18 0.9%
 
Other values (65) 468 23.4%
 
(Missing) 1333 66.6%
 
ValueCountFrequency (%) 
0.2248 1 0.1%
 
0.3404 2 0.1%
 
0.4152 1 0.1%
 
0.422 1 0.1%
 
0.4492 2 0.1%
 
ValueCountFrequency (%) 
1 1 0.1%
 
0.9932 2 0.1%
 
0.9864 7 0.4%
 
0.9796 6 0.3%
 
0.9728 7 0.4%
 

YEARS_BUILD_MEDI
Real number (ℝ≥0)

MISSING
HIGH CORRELATION
Distinct count76
Unique (%)3.8%
Missing1333
Missing (%)66.6%
Infinite0
Infinite (%)0.0%
Mean0.7594604197901049
Minimum0.2352
Maximum1.0
Zeros0
Zeros (%)0.0%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0.2352
5-th percentile0.6109
Q10.6981
median0.7585
Q30.8256
95-th percentile0.953
Maximum1
Range0.7648
Interquartile range (IQR)0.1275

Descriptive statistics

Standard deviation0.1034760611
Coefficient of variation (CV)0.1362494455
Kurtosis1.545558791
Mean0.7594604198
Median Absolute Deviation (MAD)0.08002812657
Skewness-0.3501906484
Sum506.5601
Variance0.01070729522
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.8256 26 1.3%
 
0.7518 21 1.1%
 
0.7987 20 1.0%
 
0.6981 19 0.9%
 
0.8189 19 0.9%
 
0.7249 19 0.9%
 
0.8323 19 0.9%
 
0.8121 18 0.9%
 
0.7652 18 0.9%
 
0.8054 18 0.9%
 
Other values (65) 470 23.5%
 
(Missing) 1333 66.6%
 
ValueCountFrequency (%) 
0.2352 1 0.1%
 
0.3492 2 0.1%
 
0.423 1 0.1%
 
0.4297 1 0.1%
 
0.4566 2 0.1%
 
ValueCountFrequency (%) 
1 1 0.1%
 
0.9933 3 0.1%
 
0.9866 6 0.3%
 
0.9799 6 0.3%
 
0.9732 7 0.4%
 

YEARS_BUILD_MODE
Real number (ℝ≥0)

MISSING
HIGH CORRELATION
Distinct count80
Unique (%)4.0%
Missing1333
Missing (%)66.6%
Infinite0
Infinite (%)0.0%
Mean0.7632413793103449
Minimum0.2486
Maximum1.0
Zeros0
Zeros (%)0.0%
Memory size15.8 KiB
Mini histogram

Quantile statistics

Minimum0.2486
5-th percentile0.6145
Q10.6994
median0.7648
Q30.8301
95-th percentile0.9543
Maximum1
Range0.7514
Interquartile range (IQR)0.1307

Descriptive statistics

Standard deviation0.1032746753
Coefficient of variation (CV)0.1353106345
Kurtosis2.091696664
Mean0.7632413793
Median Absolute Deviation (MAD)0.07913209947
Skewness-0.4967703723
Sum509.082
Variance0.01066565856
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.8301 24 1.2%
 
0.7583 23 1.1%
 
0.706 21 1.1%
 
0.8236 21 1.1%
 
0.804 20 1.0%
 
0.7256 20 1.0%
 
0.8171 20 1.0%
 
0.8105 19 0.9%
 
0.7387 18 0.9%
 
0.7321 18 0.9%
 
Other values (69) 463 23.2%
 
(Missing) 1333 66.6%
 
ValueCountFrequency (%) 
0.2486 1 0.1%
 
0.2552 1 0.1%
 
0.3662 2 0.1%
 
0.4381 1 0.1%
 
0.4446 1 0.1%
 
ValueCountFrequency (%) 
1 1 0.1%
 
0.9935 2 0.1%
 
0.9869 6 0.3%
 
0.9804 6 0.3%
 
0.9739 7 0.4%
 

Correlations

Missing values

Sample

First rows

AMT_ANNUITYAMT_CREDITAMT_GOODS_PRICEAMT_INCOME_TOTALAMT_REQ_CREDIT_BUREAU_DAYAMT_REQ_CREDIT_BUREAU_HOURAMT_REQ_CREDIT_BUREAU_MONAMT_REQ_CREDIT_BUREAU_QRTAMT_REQ_CREDIT_BUREAU_WEEKAMT_REQ_CREDIT_BUREAU_YEARAPARTMENTS_AVGAPARTMENTS_MEDIAPARTMENTS_MODEBASEMENTAREA_AVGBASEMENTAREA_MEDIBASEMENTAREA_MODECNT_CHILDRENCNT_FAM_MEMBERSCODE_GENDERCOMMONAREA_AVGCOMMONAREA_MEDICOMMONAREA_MODEDAYS_BIRTHDAYS_EMPLOYEDDAYS_ID_PUBLISHDAYS_LAST_PHONE_CHANGEDAYS_REGISTRATIONDEF_30_CNT_SOCIAL_CIRCLEDEF_60_CNT_SOCIAL_CIRCLEELEVATORS_AVGELEVATORS_MEDIELEVATORS_MODEEMERGENCYSTATE_MODEENTRANCES_AVGENTRANCES_MEDIENTRANCES_MODEEXT_SOURCE_1EXT_SOURCE_2EXT_SOURCE_3FLAG_CONT_MOBILEFLAG_DOCUMENT_10FLAG_DOCUMENT_11FLAG_DOCUMENT_12FLAG_DOCUMENT_13FLAG_DOCUMENT_14FLAG_DOCUMENT_15FLAG_DOCUMENT_16FLAG_DOCUMENT_17FLAG_DOCUMENT_18FLAG_DOCUMENT_19FLAG_DOCUMENT_2FLAG_DOCUMENT_20FLAG_DOCUMENT_21FLAG_DOCUMENT_3FLAG_DOCUMENT_4FLAG_DOCUMENT_5FLAG_DOCUMENT_6FLAG_DOCUMENT_7FLAG_DOCUMENT_8FLAG_DOCUMENT_9FLAG_EMAILFLAG_EMP_PHONEFLAG_MOBILFLAG_OWN_CARFLAG_OWN_REALTYFLAG_PHONEFLAG_WORK_PHONEFLOORSMAX_AVGFLOORSMAX_MEDIFLOORSMAX_MODEFLOORSMIN_AVGFLOORSMIN_MEDIFLOORSMIN_MODEFONDKAPREMONT_MODEHOUR_APPR_PROCESS_STARTHOUSETYPE_MODELANDAREA_AVGLANDAREA_MEDILANDAREA_MODELIVE_CITY_NOT_WORK_CITYLIVE_REGION_NOT_WORK_REGIONLIVINGAPARTMENTS_AVGLIVINGAPARTMENTS_MEDILIVINGAPARTMENTS_MODELIVINGAREA_AVGLIVINGAREA_MEDILIVINGAREA_MODENAME_CONTRACT_TYPENAME_EDUCATION_TYPENAME_FAMILY_STATUSNAME_HOUSING_TYPENAME_INCOME_TYPENAME_TYPE_SUITENONLIVINGAPARTMENTS_AVGNONLIVINGAPARTMENTS_MEDINONLIVINGAPARTMENTS_MODENONLIVINGAREA_AVGNONLIVINGAREA_MEDINONLIVINGAREA_MODEOBS_30_CNT_SOCIAL_CIRCLEOBS_60_CNT_SOCIAL_CIRCLEOCCUPATION_TYPEORGANIZATION_TYPEOWN_CAR_AGEREG_CITY_NOT_LIVE_CITYREG_CITY_NOT_WORK_CITYREG_REGION_NOT_LIVE_REGIONREG_REGION_NOT_WORK_REGIONREGION_POPULATION_RELATIVEREGION_RATING_CLIENTREGION_RATING_CLIENT_W_CITYSK_ID_CURRTARGETTOTALAREA_MODEUnnamed_0WALLSMATERIAL_MODEWEEKDAY_APPR_PROCESS_STARTYEARS_BEGINEXPLUATATION_AVGYEARS_BEGINEXPLUATATION_MEDIYEARS_BEGINEXPLUATATION_MODEYEARS_BUILD_AVGYEARS_BUILD_MEDIYEARS_BUILD_MODE
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Last rows

AMT_ANNUITYAMT_CREDITAMT_GOODS_PRICEAMT_INCOME_TOTALAMT_REQ_CREDIT_BUREAU_DAYAMT_REQ_CREDIT_BUREAU_HOURAMT_REQ_CREDIT_BUREAU_MONAMT_REQ_CREDIT_BUREAU_QRTAMT_REQ_CREDIT_BUREAU_WEEKAMT_REQ_CREDIT_BUREAU_YEARAPARTMENTS_AVGAPARTMENTS_MEDIAPARTMENTS_MODEBASEMENTAREA_AVGBASEMENTAREA_MEDIBASEMENTAREA_MODECNT_CHILDRENCNT_FAM_MEMBERSCODE_GENDERCOMMONAREA_AVGCOMMONAREA_MEDICOMMONAREA_MODEDAYS_BIRTHDAYS_EMPLOYEDDAYS_ID_PUBLISHDAYS_LAST_PHONE_CHANGEDAYS_REGISTRATIONDEF_30_CNT_SOCIAL_CIRCLEDEF_60_CNT_SOCIAL_CIRCLEELEVATORS_AVGELEVATORS_MEDIELEVATORS_MODEEMERGENCYSTATE_MODEENTRANCES_AVGENTRANCES_MEDIENTRANCES_MODEEXT_SOURCE_1EXT_SOURCE_2EXT_SOURCE_3FLAG_CONT_MOBILEFLAG_DOCUMENT_10FLAG_DOCUMENT_11FLAG_DOCUMENT_12FLAG_DOCUMENT_13FLAG_DOCUMENT_14FLAG_DOCUMENT_15FLAG_DOCUMENT_16FLAG_DOCUMENT_17FLAG_DOCUMENT_18FLAG_DOCUMENT_19FLAG_DOCUMENT_2FLAG_DOCUMENT_20FLAG_DOCUMENT_21FLAG_DOCUMENT_3FLAG_DOCUMENT_4FLAG_DOCUMENT_5FLAG_DOCUMENT_6FLAG_DOCUMENT_7FLAG_DOCUMENT_8FLAG_DOCUMENT_9FLAG_EMAILFLAG_EMP_PHONEFLAG_MOBILFLAG_OWN_CARFLAG_OWN_REALTYFLAG_PHONEFLAG_WORK_PHONEFLOORSMAX_AVGFLOORSMAX_MEDIFLOORSMAX_MODEFLOORSMIN_AVGFLOORSMIN_MEDIFLOORSMIN_MODEFONDKAPREMONT_MODEHOUR_APPR_PROCESS_STARTHOUSETYPE_MODELANDAREA_AVGLANDAREA_MEDILANDAREA_MODELIVE_CITY_NOT_WORK_CITYLIVE_REGION_NOT_WORK_REGIONLIVINGAPARTMENTS_AVGLIVINGAPARTMENTS_MEDILIVINGAPARTMENTS_MODELIVINGAREA_AVGLIVINGAREA_MEDILIVINGAREA_MODENAME_CONTRACT_TYPENAME_EDUCATION_TYPENAME_FAMILY_STATUSNAME_HOUSING_TYPENAME_INCOME_TYPENAME_TYPE_SUITENONLIVINGAPARTMENTS_AVGNONLIVINGAPARTMENTS_MEDINONLIVINGAPARTMENTS_MODENONLIVINGAREA_AVGNONLIVINGAREA_MEDINONLIVINGAREA_MODEOBS_30_CNT_SOCIAL_CIRCLEOBS_60_CNT_SOCIAL_CIRCLEOCCUPATION_TYPEORGANIZATION_TYPEOWN_CAR_AGEREG_CITY_NOT_LIVE_CITYREG_CITY_NOT_WORK_CITYREG_REGION_NOT_LIVE_REGIONREG_REGION_NOT_WORK_REGIONREGION_POPULATION_RELATIVEREGION_RATING_CLIENTREGION_RATING_CLIENT_W_CITYSK_ID_CURRTARGETTOTALAREA_MODEUnnamed_0WALLSMATERIAL_MODEWEEKDAY_APPR_PROCESS_STARTYEARS_BEGINEXPLUATATION_AVGYEARS_BEGINEXPLUATATION_MEDIYEARS_BEGINEXPLUATATION_MODEYEARS_BUILD_AVGYEARS_BUILD_MEDIYEARS_BUILD_MODE
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199138839.5835380.0675000.0360000.00.00.00.00.00.05.00.12370.12490.12610.12500.12500.129713.0M0.23820.23980.2404-11163-950-2902-1167.0-2793.00.00.00.000.000.0000No0.20690.20690.20690.4582780.0093360.294083100000000000000000010011YN000.16670.16670.16670.20830.20830.2083reg oper account18block of flats0.02240.02280.0229010.10090.10260.11020.09910.10090.1032Cash loansHigher educationMarriedHouse / apartmentCommercial associateChildren0.00000.00000.00000.00000.00000.00000.00.0NaNBusiness Entity Type 36.000010.0725081139084900.0779251367Stone, brickFRIDAY0.97470.97470.97470.65320.65780.6668
199244280.01509948.01318500.0180000.00.00.00.00.00.03.00.07320.07390.0746NaNNaNNaN02.0MNaNNaNNaN-18781-5906-2328-1764.0-9120.00.00.00.080.080.0806No0.06900.06900.0690NaN0.3728100.450747100000000000001000000011NY000.33330.33330.3333NaNNaNNaNNaN19block of flatsNaNNaNNaN10NaNNaNNaNNaNNaNNaNCash loansSecondary / secondary specialCivil marriageHouse / apartmentCommercial associateUnaccompaniedNaNNaNNaNNaNNaNNaN0.00.0DriversBusiness Entity Type 3NaN11000.0462201117706600.061966451Stone, brickMONDAY0.98160.98160.9816NaNNaNNaN
199362698.51800000.01800000.0315000.00.00.01.00.00.02.0NaNNaNNaN0.08180.08180.084902.0FNaNNaNNaN-19121-3505-762-147.0-6908.00.00.0NaNNaNNaNNo0.13790.13790.1379NaN0.0752010.307737100000000000000000010011NN110.16670.16670.1667NaNNaNNaNNaN9block of flatsNaNNaNNaN11NaNNaNNaN0.07000.07130.0730Cash loansSecondary / secondary specialMarriedMunicipal apartmentState servantUnaccompaniedNaNNaNNaNNaNNaNNaN0.00.0Realty agentsBusiness Entity Type 3NaN01010.0725081120321900.055188900BlockFRIDAY0.97670.97670.9767NaNNaNNaN
199425942.5706221.0589500.0135000.00.00.01.00.00.04.0NaNNaNNaNNaNNaNNaN01.0FNaNNaNNaN-14747-1929-4960-918.0-4960.00.00.0NaNNaNNaNNaNNaNNaNNaNNaN0.2622580.551381100000000000001000000011NY00NaNNaNNaNNaNNaNNaNNaN7NaNNaNNaNNaN00NaNNaNNaNNaNNaNNaNCash loansSecondary / secondary specialWidowHouse / apartmentWorkingUnaccompaniedNaNNaNNaNNaNNaNNaN5.05.0Medicine staffMedicineNaN00000.031329221414680NaN35804NaNTUESDAYNaNNaNNaNNaNNaNNaN
199520250.0405000.0NaN135000.00.00.00.00.00.00.00.20620.20820.21010.13420.13420.139313.0F0.03070.03090.0309-10363-1861-2964-740.0-4926.00.00.00.200.200.2014No0.17240.17240.1724NaN0.6950520.272134100000000000000000010011NY110.37500.37500.37500.41670.41670.4167reg oper spec account16block of flats0.07670.07810.0785000.16810.17100.18370.21550.21940.2246Revolving loansHigher educationMarriedHouse / apartmentWorkingNaN0.00000.00000.00000.00000.00000.00000.00.0NaNBusiness Entity Type 3NaN00000.0307552223157600.1695113449Stone, brickMONDAY0.99060.99060.99060.87080.87250.8759
199610039.5225000.0225000.0112500.00.00.00.02.00.05.0NaNNaNNaNNaNNaNNaN02.0MNaNNaNNaN-21490-3142-4527-563.0-13325.00.00.0NaNNaNNaNNaNNaNNaNNaNNaN0.4934470.191822100000000000001000000011YY00NaNNaNNaNNaNNaNNaNNaN12NaNNaNNaNNaN10NaNNaNNaNNaNNaNNaNCash loansSecondary / secondary specialMarriedHouse / apartmentWorkingUnaccompaniedNaNNaNNaNNaNNaNNaN0.00.0LaborersBusiness Entity Type 318.001000.015221222394100NaN120226NaNSATURDAYNaNNaNNaNNaNNaNNaN
199710575.0135000.0135000.0202500.00.00.01.01.00.03.00.07320.07390.07460.03830.03830.039724.0M0.00000.00000.0000-9959-2308-2618-942.0-993.00.00.00.040.040.0403No0.03450.03450.03450.3579140.5016260.391055100000000000001000000111NN100.33330.33330.33330.37500.37500.3750reg oper account11block of flats0.06150.06260.0629000.05970.06070.06520.06900.07020.0719Cash loansHigher educationMarriedHouse / apartmentWorkingUnaccompanied0.00770.00780.00780.00670.00680.00702.02.0Core staffTrade: type 2NaN00000.0251642234820600.0612214195Stone, brickMONDAY0.98660.98660.98660.81640.81890.8236
199823697.0254700.0225000.0135000.00.00.00.00.00.00.00.64430.65060.65650.22300.22300.231401.0FNaNNaNNaN-21127-6802-4553-106.0-297.02.01.00.000.000.0000No0.27590.27590.2759NaN0.5464080.492060100000000000001000000011NN000.16670.16670.1667NaNNaNNaNNaN9block of flats0.22490.22880.230100NaNNaNNaN0.18930.19270.1972Cash loansSecondary / secondary specialSingle / not marriedHouse / apartmentCommercial associateNaNNaNNaNNaN0.09500.09690.10053.03.0NaNTransport: type 2NaN00000.0313292236851500.1731231823Stone, brickTHURSDAY0.98360.98360.9836NaNNaNNaN
199921375.0314100.0225000.090000.00.00.00.00.00.06.00.08250.08330.08400.00000.00000.000012.0F0.03290.03310.0332-12849-1230-53490.0-6898.00.00.00.000.000.0000No0.13790.13790.1379NaN0.586325NaN100000000000001000000011NY100.16670.16670.16670.20830.20830.2083reg oper spec account16block of flats0.05690.05790.0582000.06640.06760.07250.04710.04790.0490Cash loansSecondary / secondary specialSingle / not marriedHouse / apartmentCommercial associateUnaccompanied0.00390.00390.00390.00220.00220.00232.02.0High skill tech staffSelf-employedNaN00000.0462201130410500.0555176140PanelFRIDAY0.97760.97760.97770.69400.69810.7060